File size: 231,799 Bytes
49ce71c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3951ba2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
58f79c1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dae20d2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
da834c3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bad0333
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b7a197e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5f049d6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
98e5a22
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
2026-04-13 09:50:51,623  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:50:51,623  INFO    RADAR Γ— RAID β€” Multi-Generator + Multi-Evasion
2026-04-13 09:50:51,623  INFO    strategy=mixed  human=None  AI=None/gen
2026-04-13 09:50:51,623  INFO    Active attacks: ['t5_paraphrase', 'synonym_replacement', 'homoglyphs', 'article_deletion', 'misspelling']
2026-04-13 09:50:51,623  INFO    NLTK available: True
2026-04-13 09:50:51,623  INFO    Fixes: ls=0.15  det_every=2  clip=[0.01,0.99]  warmstart=0  kl=0.001
2026-04-13 09:50:51,623  INFO    device=cuda
2026-04-13 09:50:51,623  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:50:51,623  INFO  Loading custom JSONL dataset ...
2026-04-13 09:50:51,623  INFO    Train: /home/shushanta/target_mining_deberta/adal/train.jsonl
2026-04-13 09:50:51,624  INFO    Val  : /home/shushanta/target_mining_deberta/adal/val.jsonl
2026-04-13 09:50:51,624  INFO    Caps : human=None  AI=None/gen
2026-04-13 09:50:51,624  INFO    Loading /home/shushanta/target_mining_deberta/adal/train.jsonl ...
2026-04-13 09:55:40,685  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:55:40,685  INFO    RADAR Γ— RAID β€” Multi-Generator + Multi-Evasion
2026-04-13 09:55:40,685  INFO    strategy=mixed  human=None  AI=None/gen
2026-04-13 09:55:40,685  INFO    Active attacks: ['t5_paraphrase', 'synonym_replacement', 'homoglyphs', 'article_deletion', 'misspelling']
2026-04-13 09:55:40,685  INFO    NLTK available: True
2026-04-13 09:55:40,685  INFO    Fixes: ls=0.15  det_every=2  clip=[0.01,0.99]  warmstart=0  kl=0.001
2026-04-13 09:55:40,685  INFO    device=cuda
2026-04-13 09:55:40,685  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:55:40,685  INFO  Loading custom JSONL dataset ...
2026-04-13 09:55:40,685  INFO    Train: /home/shushanta/target_mining_deberta/adal/train.jsonl
2026-04-13 09:55:40,685  INFO    Val  : /home/shushanta/target_mining_deberta/adal/val.jsonl
2026-04-13 09:55:40,685  INFO    Caps : human=None  AI=None/gen
2026-04-13 09:55:40,685  INFO    Loading /home/shushanta/target_mining_deberta/adal/train.jsonl ...
2026-04-13 09:56:40,467  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:56:40,468  INFO    RADAR Γ— RAID β€” Multi-Generator + Multi-Evasion
2026-04-13 09:56:40,468  INFO    strategy=mixed  human=None  AI=None/gen
2026-04-13 09:56:40,468  INFO    Active attacks: ['t5_paraphrase', 'synonym_replacement', 'homoglyphs', 'article_deletion', 'misspelling']
2026-04-13 09:56:40,468  INFO    NLTK available: True
2026-04-13 09:56:40,468  INFO    Fixes: ls=0.15  det_every=2  clip=[0.01,0.99]  warmstart=0  kl=0.001
2026-04-13 09:56:40,468  INFO    device=cuda
2026-04-13 09:56:40,468  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 09:56:40,468  INFO  Loading custom JSONL dataset ...
2026-04-13 09:56:40,468  INFO    Train: /home/shushanta/ADAL_AI_Detector/train.jsonl
2026-04-13 09:56:40,468  INFO    Val  : /home/shushanta/ADAL_AI_Detector/val.jsonl
2026-04-13 09:56:40,468  INFO    Caps : human=None  AI=None/gen
2026-04-13 09:56:40,468  INFO    Loading /home/shushanta/ADAL_AI_Detector/train.jsonl ...
2026-04-13 09:56:41,462  INFO      Human texts : 9,101
2026-04-13 09:56:41,462  INFO      AI generators (22): ['deepseek-r1-distill-qwen-32b', 'falcon3-10b-instruct', 'gemini-1.5-pro', 'gemini-2.0-flash', 'gemini-pro', 'gemini-pro-paraphrase', 'gpt-3.5-turbo', 'gpt-4-turbo', 'gpt-4-turbo-paraphrase', 'gpt-4.5-preview', 'gpt-4o', 'gpt-4o-mini', 'llama-2-70b-chat', 'llama-2-7b-chat', 'llama-3.1-8b-instruct', 'llama-3.3-70b-instruct', 'ministral-8b-instruct-2410', 'mistral-7b-instruct-v0.2', 'mixtral-8x7b-instruct-v0.1', 'o3-mini', 'qwen1.5-72b-chat-8bit', 'text-bison-002']
2026-04-13 09:56:41,462  INFO        deepseek-r1-distill-qwen-32b        -> 901 texts
2026-04-13 09:56:41,462  INFO        falcon3-10b-instruct                -> 879 texts
2026-04-13 09:56:41,462  INFO        gemini-1.5-pro                      -> 1,072 texts
2026-04-13 09:56:41,462  INFO        gemini-2.0-flash                    -> 1,079 texts
2026-04-13 09:56:41,462  INFO        gemini-pro                          -> 276 texts
2026-04-13 09:56:41,463  INFO        gemini-pro-paraphrase               -> 265 texts
2026-04-13 09:56:41,463  INFO        gpt-3.5-turbo                       -> 1,374 texts
2026-04-13 09:56:41,463  INFO        gpt-4-turbo                         -> 272 texts
2026-04-13 09:56:41,463  INFO        gpt-4-turbo-paraphrase              -> 276 texts
2026-04-13 09:56:41,463  INFO        gpt-4.5-preview                     -> 278 texts
2026-04-13 09:56:41,463  INFO        gpt-4o                              -> 1,336 texts
2026-04-13 09:56:41,463  INFO        gpt-4o-mini                         -> 1,358 texts
2026-04-13 09:56:41,463  INFO        llama-2-70b-chat                    -> 269 texts
2026-04-13 09:56:41,463  INFO        llama-2-7b-chat                     -> 262 texts
2026-04-13 09:56:41,463  INFO        llama-3.1-8b-instruct               -> 1,063 texts
2026-04-13 09:56:41,463  INFO        llama-3.3-70b-instruct              -> 405 texts
2026-04-13 09:56:41,463  INFO        ministral-8b-instruct-2410          -> 1,100 texts
2026-04-13 09:56:41,463  INFO        mistral-7b-instruct-v0.2            -> 266 texts
2026-04-13 09:56:41,463  INFO        mixtral-8x7b-instruct-v0.1          -> 264 texts
2026-04-13 09:56:41,463  INFO        o3-mini                             -> 1,075 texts
2026-04-13 09:56:41,463  INFO        qwen1.5-72b-chat-8bit               -> 271 texts
2026-04-13 09:56:41,463  INFO        text-bison-002                      -> 265 texts
2026-04-13 09:56:41,463  INFO      Total AI    : 14,606
2026-04-13 09:56:41,463  INFO    Loading /home/shushanta/ADAL_AI_Detector/val.jsonl ...
2026-04-13 09:56:41,603  INFO      Human texts : 1,277
2026-04-13 09:56:41,603  INFO      AI generators (22): ['deepseek-r1-distill-qwen-32b', 'falcon3-10b-instruct', 'gemini-1.5-pro', 'gemini-2.0-flash', 'gemini-pro', 'gemini-pro-paraphrase', 'gpt-3.5-turbo', 'gpt-4-turbo', 'gpt-4-turbo-paraphrase', 'gpt-4.5-preview', 'gpt-4o', 'gpt-4o-mini', 'llama-2-70b-chat', 'llama-2-7b-chat', 'llama-3.1-8b-instruct', 'llama-3.3-70b-instruct', 'ministral-8b-instruct-2410', 'mistral-7b-instruct-v0.2', 'mixtral-8x7b-instruct-v0.1', 'o3-mini', 'qwen1.5-72b-chat-8bit', 'text-bison-002']
2026-04-13 09:56:41,603  INFO        deepseek-r1-distill-qwen-32b        -> 106 texts
2026-04-13 09:56:41,603  INFO        falcon3-10b-instruct                -> 113 texts
2026-04-13 09:56:41,603  INFO        gemini-1.5-pro                      -> 145 texts
2026-04-13 09:56:41,603  INFO        gemini-2.0-flash                    -> 139 texts
2026-04-13 09:56:41,603  INFO        gemini-pro                          -> 59 texts
2026-04-13 09:56:41,603  INFO        gemini-pro-paraphrase               -> 70 texts
2026-04-13 09:56:41,603  INFO        gpt-3.5-turbo                       -> 200 texts
2026-04-13 09:56:41,603  INFO        gpt-4-turbo                         -> 63 texts
2026-04-13 09:56:41,603  INFO        gpt-4-turbo-paraphrase              -> 59 texts
2026-04-13 09:56:41,603  INFO        gpt-4.5-preview                     -> 45 texts
2026-04-13 09:56:41,603  INFO        gpt-4o                              -> 209 texts
2026-04-13 09:56:41,603  INFO        gpt-4o-mini                         -> 214 texts
2026-04-13 09:56:41,603  INFO        llama-2-70b-chat                    -> 65 texts
2026-04-13 09:56:41,603  INFO        llama-2-7b-chat                     -> 72 texts
2026-04-13 09:56:41,603  INFO        llama-3.1-8b-instruct               -> 158 texts
2026-04-13 09:56:41,603  INFO        llama-3.3-70b-instruct              -> 54 texts
2026-04-13 09:56:41,603  INFO        ministral-8b-instruct-2410          -> 139 texts
2026-04-13 09:56:41,603  INFO        mistral-7b-instruct-v0.2            -> 68 texts
2026-04-13 09:56:41,603  INFO        mixtral-8x7b-instruct-v0.1          -> 70 texts
2026-04-13 09:56:41,603  INFO        o3-mini                             -> 132 texts
2026-04-13 09:56:41,603  INFO        qwen1.5-72b-chat-8bit               -> 63 texts
2026-04-13 09:56:41,603  INFO        text-bison-002                      -> 69 texts
2026-04-13 09:56:41,603  INFO      Total AI    : 2,312
2026-04-13 09:56:41,603  INFO    Train -> human=9,101  AI=14,606
2026-04-13 09:56:41,603  INFO    Val   -> human=1,277  AI=2,312
2026-04-13 09:56:41,603  INFO  GeneratorScheduler: strategy='mixed'  generators=['deepseek-r1-distill-qwen-32b', 'falcon3-10b-instruct', 'gemini-1.5-pro', 'gemini-2.0-flash', 'gemini-pro', 'gemini-pro-paraphrase', 'gpt-3.5-turbo', 'gpt-4-turbo', 'gpt-4-turbo-paraphrase', 'gpt-4.5-preview', 'gpt-4o', 'gpt-4o-mini', 'llama-2-70b-chat', 'llama-2-7b-chat', 'llama-3.1-8b-instruct', 'llama-3.3-70b-instruct', 'ministral-8b-instruct-2410', 'mistral-7b-instruct-v0.2', 'mixtral-8x7b-instruct-v0.1', 'o3-mini', 'qwen1.5-72b-chat-8bit', 'text-bison-002']
2026-04-13 09:56:41,603  INFO  Loading paraphraser 'ramsrigouthamg/t5_paraphraser' …
2026-04-13 09:56:42,082  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/tokenizer_config.json "HTTP/1.1 307 Temporary Redirect"
2026-04-13 09:56:42,277  INFO  HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/ramsrigouthamg/t5_paraphraser/d78f7749656e21d8b6fdf372efb5c5d1dbce577f/tokenizer_config.json "HTTP/1.1 200 OK"
2026-04-13 09:56:42,452  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser/tree/main/additional_chat_templates?recursive=false&expand=false "HTTP/1.1 404 Not Found"
2026-04-13 09:56:42,614  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
2026-04-13 09:56:42,866  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
2026-04-13 09:56:43,032  INFO  HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/ramsrigouthamg/t5_paraphraser/d78f7749656e21d8b6fdf372efb5c5d1dbce577f/config.json "HTTP/1.1 200 OK"
2026-04-13 09:56:43,197  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
2026-04-13 09:56:43,386  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/model.safetensors.index.json "HTTP/1.1 404 Not Found"
2026-04-13 09:56:43,551  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/pytorch_model.bin "HTTP/1.1 302 Found"
2026-04-13 09:56:43,729  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/model.safetensors "HTTP/1.1 404 Not Found"
2026-04-13 09:56:43,928  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser "HTTP/1.1 200 OK"
2026-04-13 09:56:44,615  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser/commits/main "HTTP/1.1 200 OK"
2026-04-13 09:56:44,911  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser/discussions?p=0 "HTTP/1.1 200 OK"
2026-04-13 09:56:45,421  INFO  HTTP Request: GET https://huggingface.co/api/models/ramsrigouthamg/t5_paraphraser/commits/refs%2Fpr%2F1 "HTTP/1.1 200 OK"
2026-04-13 09:56:45,595  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/refs%2Fpr%2F1/model.safetensors.index.json "HTTP/1.1 404 Not Found"
2026-04-13 09:56:45,798  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/refs%2Fpr%2F1/model.safetensors "HTTP/1.1 302 Found"
2026-04-13 09:56:46,078  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/generation_config.json "HTTP/1.1 404 Not Found"
2026-04-13 09:56:46,257  INFO  HTTP Request: HEAD https://huggingface.co/ramsrigouthamg/t5_paraphraser/resolve/main/config.json "HTTP/1.1 307 Temporary Redirect"
2026-04-13 09:56:46,350  INFO  HTTP Request: HEAD https://huggingface.co/api/resolve-cache/models/ramsrigouthamg/t5_paraphraser/d78f7749656e21d8b6fdf372efb5c5d1dbce577f/config.json "HTTP/1.1 200 OK"
2026-04-13 09:56:46,681  INFO  Loading detector 'roberta-large' …
2026-04-13 09:56:46,856  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/tokenizer_config.json "HTTP/1.1 200 OK"
2026-04-13 09:56:47,044  INFO  HTTP Request: GET https://huggingface.co/api/models/roberta-large/tree/main/additional_chat_templates?recursive=false&expand=false "HTTP/1.1 307 Temporary Redirect"
2026-04-13 09:56:47,260  INFO  HTTP Request: GET https://huggingface.co/api/models/FacebookAI/roberta-large/tree/main/additional_chat_templates?recursive=false&expand=false "HTTP/1.1 404 Not Found"
2026-04-13 09:56:47,472  INFO  HTTP Request: GET https://huggingface.co/api/models/roberta-large/tree/main?recursive=true&expand=false "HTTP/1.1 307 Temporary Redirect"
2026-04-13 09:56:47,675  INFO  HTTP Request: GET https://huggingface.co/api/models/FacebookAI/roberta-large/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
2026-04-13 09:56:48,071  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/config.json "HTTP/1.1 200 OK"
2026-04-13 09:56:48,288  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/model.safetensors "HTTP/1.1 302 Found"
2026-04-13 09:56:51,621  INFO  Starting adversarial training loop …

2026-04-13 09:57:10,442  INFO  [Step    1/200]  det=skip  para=0.8223  raw_rwd=0.3132Β±0.0245  rwd=0.3132
2026-04-13 09:57:10,442  INFO    per-gen rewards: deepseek=0.318  falcon3-=0.295  gemini-1=0.315  gemini-2=0.301  gemini-p=0.316  gemini-p=0.363  gpt-3.5-=0.313  gpt-4-tu=0.291  gpt-4-tu=0.289  gpt-4.5-=0.370  gpt-4o=0.315  gpt-4o-m=0.325  llama-2-=0.313  llama-2-=0.368  llama-3.=0.303  llama-3.=0.313  ministra=0.304  mistral-=0.316  mixtral-=0.301  o3-mini=0.314  qwen1.5-=0.319  text-bis=0.319
2026-04-13 10:01:51,397  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:01:51,397  INFO    β”‚  MACRO_AVG                   0.3406 β—„
2026-04-13 10:01:51,397  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.2805
2026-04-13 10:01:51,397  INFO    β”‚  falcon3-10b-instruct        0.3570
2026-04-13 10:01:51,397  INFO    β”‚  gemini-1.5-pro              0.3709
2026-04-13 10:01:51,397  INFO    β”‚  gemini-2.0-flash            0.2720
2026-04-13 10:01:51,397  INFO    β”‚  gemini-pro                  0.3453
2026-04-13 10:01:51,397  INFO    β”‚  gemini-pro-paraphrase       0.2916
2026-04-13 10:01:51,397  INFO    β”‚  gpt-3.5-turbo               0.3571
2026-04-13 10:01:51,397  INFO    β”‚  gpt-4-turbo                 0.2368
2026-04-13 10:01:51,397  INFO    β”‚  gpt-4-turbo-paraphrase      0.2468
2026-04-13 10:01:51,397  INFO    β”‚  gpt-4.5-preview             0.5575
2026-04-13 10:01:51,397  INFO    β”‚  gpt-4o                      0.3554
2026-04-13 10:01:51,397  INFO    β”‚  gpt-4o-mini                 0.3077
2026-04-13 10:01:51,397  INFO    β”‚  llama-2-70b-chat            0.4459
2026-04-13 10:01:51,397  INFO    β”‚  llama-2-7b-chat             0.3627
2026-04-13 10:01:51,397  INFO    β”‚  llama-3.1-8b-instruct       0.3680
2026-04-13 10:01:51,397  INFO    β”‚  llama-3.3-70b-instruct      0.3066
2026-04-13 10:01:51,397  INFO    β”‚  ministral-8b-instruct-2410  0.3903
2026-04-13 10:01:51,397  INFO    β”‚  mistral-7b-instruct-v0.2    0.4420
2026-04-13 10:01:51,397  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.3680
2026-04-13 10:01:51,397  INFO    β”‚  o3-mini                     0.2241
2026-04-13 10:01:51,397  INFO    β”‚  qwen1.5-72b-chat-8bit       0.2817
2026-04-13 10:01:51,397  INFO    β”‚  text-bison-002              0.3249
2026-04-13 10:01:51,397  INFO    β”‚  (prev best)                  0.0000
2026-04-13 10:01:51,397  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:01:51,398  INFO    β”‚  article_deletion            0.4621  β–²
2026-04-13 10:01:51,398  INFO    β”‚  homoglyphs                  0.1819  β–Ό
2026-04-13 10:01:51,398  INFO    β”‚  misspelling                 0.4607  β–²
2026-04-13 10:01:51,398  INFO    β”‚  no_attack                   0.3165  ~
2026-04-13 10:01:51,398  INFO    β”‚  synonym_replacement         0.2741  ~
2026-04-13 10:01:51,398  INFO    β”‚  t5_paraphrase               0.0000  β–Ό
2026-04-13 10:01:51,398  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:01:53,735  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:01:54,769  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:01:54,769  INFO    βœ“ New best macro AUROC = 0.3406  β€” saved.

2026-04-13 10:01:54,769  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:01:55,327  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:01:55,492  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 404 Not Found"
2026-04-13 10:02:00,845  INFO  HTTP Request: POST https://huggingface.co/api/repos/create "HTTP/1.1 200 OK"
2026-04-13 10:02:00,846  INFO    Created repo: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:02:01,519  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 404 Not Found"
2026-04-13 10:02:07,859  INFO  HTTP Request: POST https://huggingface.co/api/repos/create "HTTP/1.1 200 OK"
2026-04-13 10:02:07,860  INFO    Created repo: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:02:07,860  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:02:08,019  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:02:09,160  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:02:09,362  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:02:09,668  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:02:09,882  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:02:22,697  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:02:22,884  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:02:23,976  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:02:24,191  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:02:25,025  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:02:25,219  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:02:26,299  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:02:26,300  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:02:26,300  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:02:26,469  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:02:27,144  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:02:27,354  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:02:27,551  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:02:27,773  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:02:44,603  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:02:44,604  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:02:44,604  INFO  ── Hub push complete ──

2026-04-13 10:03:25,977  INFO  [Step    2/200]  det=4.1193  para=-0.0083  raw_rwd=0.3652Β±0.0120  rwd=0.3652
2026-04-13 10:03:25,977  INFO    loss components: L_human=1.034  L_xm_original=0.519  L_t5_para=0.500  L_synonym_replacement=0.511  L_homoglyphs=0.524  L_article_deletion=0.522  L_misspelling=0.515  total=4.126
2026-04-13 10:03:25,977  INFO    per-gen rewards: deepseek=0.370  falcon3-=0.359  gemini-1=0.369  gemini-2=0.371  gemini-p=0.370  gemini-p=0.370  gpt-3.5-=0.369  gpt-4-tu=0.369  gpt-4-tu=0.370  gpt-4.5-=0.371  gpt-4o=0.364  gpt-4o-m=0.370  llama-2-=0.371  llama-2-=0.368  llama-3.=0.356  llama-3.=0.354  ministra=0.359  mistral-=0.371  mixtral-=0.337  o3-mini=0.365  qwen1.5-=0.371  text-bis=0.370
2026-04-13 10:03:40,556  INFO  [Step    3/200]  det=skip  para=-0.0203  raw_rwd=0.3662Β±0.0103  rwd=0.3662
2026-04-13 10:03:40,556  INFO    per-gen rewards: deepseek=0.362  falcon3-=0.363  gemini-1=0.370  gemini-2=0.371  gemini-p=0.372  gemini-p=0.370  gpt-3.5-=0.370  gpt-4-tu=0.339  gpt-4-tu=0.371  gpt-4.5-=0.322  gpt-4o=0.365  gpt-4o-m=0.365  llama-2-=0.371  llama-2-=0.368  llama-3.=0.369  llama-3.=0.369  ministra=0.370  mistral-=0.368  mixtral-=0.366  o3-mini=0.363  qwen1.5-=0.370  text-bis=0.370
2026-04-13 10:04:20,359  INFO  [Step    4/200]  det=4.1805  para=-0.0030  raw_rwd=0.3650Β±0.0114  rwd=0.3650
2026-04-13 10:04:20,359  INFO    loss components: L_human=0.876  L_xm_original=0.566  L_t5_para=0.595  L_synonym_replacement=0.563  L_homoglyphs=0.538  L_article_deletion=0.568  L_misspelling=0.535  total=4.241
2026-04-13 10:04:20,359  INFO    per-gen rewards: deepseek=0.370  falcon3-=0.362  gemini-1=0.371  gemini-2=0.370  gemini-p=0.339  gemini-p=0.369  gpt-3.5-=0.370  gpt-4-tu=0.370  gpt-4-tu=0.369  gpt-4.5-=0.369  gpt-4o=0.371  gpt-4o-m=0.365  llama-2-=0.368  llama-2-=0.343  llama-3.=0.370  llama-3.=0.371  ministra=0.365  mistral-=0.339  mixtral-=0.369  o3-mini=0.345  qwen1.5-=0.366  text-bis=0.347
2026-04-13 10:04:34,901  INFO  [Step    5/200]  det=skip  para=-0.0180  raw_rwd=0.3706Β±0.0049  rwd=0.3706
2026-04-13 10:04:34,901  INFO    per-gen rewards: deepseek=0.367  falcon3-=0.374  gemini-1=0.372  gemini-2=0.372  gemini-p=0.375  gemini-p=0.373  gpt-3.5-=0.373  gpt-4-tu=0.371  gpt-4-tu=0.375  gpt-4.5-=0.372  gpt-4o=0.367  gpt-4o-m=0.368  llama-2-=0.370  llama-2-=0.373  llama-3.=0.371  llama-3.=0.364  ministra=0.371  mistral-=0.370  mixtral-=0.369  o3-mini=0.371  qwen1.5-=0.373  text-bis=0.373
2026-04-13 10:09:17,785  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:09:17,785  INFO    β”‚  MACRO_AVG                   0.5000 β—„
2026-04-13 10:09:17,785  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.6489
2026-04-13 10:09:17,785  INFO    β”‚  falcon3-10b-instruct        0.6615
2026-04-13 10:09:17,785  INFO    β”‚  gemini-1.5-pro              0.5179
2026-04-13 10:09:17,785  INFO    β”‚  gemini-2.0-flash            0.5804
2026-04-13 10:09:17,785  INFO    β”‚  gemini-pro                  0.2950
2026-04-13 10:09:17,785  INFO    β”‚  gemini-pro-paraphrase       0.2680
2026-04-13 10:09:17,786  INFO    β”‚  gpt-3.5-turbo               0.4799
2026-04-13 10:09:17,786  INFO    β”‚  gpt-4-turbo                 0.4235
2026-04-13 10:09:17,786  INFO    β”‚  gpt-4-turbo-paraphrase      0.2729
2026-04-13 10:09:17,786  INFO    β”‚  gpt-4.5-preview             0.7521
2026-04-13 10:09:17,786  INFO    β”‚  gpt-4o                      0.6077
2026-04-13 10:09:17,786  INFO    β”‚  gpt-4o-mini                 0.6023
2026-04-13 10:09:17,786  INFO    β”‚  llama-2-70b-chat            0.4436
2026-04-13 10:09:17,786  INFO    β”‚  llama-2-7b-chat             0.2951
2026-04-13 10:09:17,786  INFO    β”‚  llama-3.1-8b-instruct       0.6269
2026-04-13 10:09:17,786  INFO    β”‚  llama-3.3-70b-instruct      0.7082
2026-04-13 10:09:17,786  INFO    β”‚  ministral-8b-instruct-2410  0.6718
2026-04-13 10:09:17,786  INFO    β”‚  mistral-7b-instruct-v0.2    0.4498
2026-04-13 10:09:17,786  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.4014
2026-04-13 10:09:17,786  INFO    β”‚  o3-mini                     0.6222
2026-04-13 10:09:17,786  INFO    β”‚  qwen1.5-72b-chat-8bit       0.3694
2026-04-13 10:09:17,786  INFO    β”‚  text-bison-002              0.3020
2026-04-13 10:09:17,786  INFO    β”‚  (prev best)                  0.3406
2026-04-13 10:09:17,786  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:09:17,786  INFO    β”‚  article_deletion            0.7343  β–²
2026-04-13 10:09:17,786  INFO    β”‚  homoglyphs                  0.8720  β–²
2026-04-13 10:09:17,786  INFO    β”‚  misspelling                 0.8829  β–²
2026-04-13 10:09:17,786  INFO    β”‚  no_attack                   0.5960  ~
2026-04-13 10:09:17,786  INFO    β”‚  synonym_replacement         0.8540  β–²
2026-04-13 10:09:17,786  INFO    β”‚  t5_paraphrase               0.8000  β–²
2026-04-13 10:09:17,786  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:09:22,676  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:09:24,820  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:09:24,820  INFO    βœ“ New best macro AUROC = 0.5000  β€” saved.

2026-04-13 10:09:24,820  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:09:25,239  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:09:25,445  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:09:25,446  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:09:25,647  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:09:25,648  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:09:25,649  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:09:25,832  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:09:27,000  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:09:27,241  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:09:27,456  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:10:34,627  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:10:34,760  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:10:35,635  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:10:35,775  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:10:36,652  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:10:36,817  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:10:37,446  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:10:37,447  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:10:37,447  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:10:37,558  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:10:38,175  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:10:38,317  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:10:38,451  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:10:54,451  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:10:54,452  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:10:54,452  INFO  ── Hub push complete ──

2026-04-13 10:11:35,076  INFO  [Step    6/200]  det=4.2146  para=-0.0013  raw_rwd=0.3691Β±0.0063  rwd=0.3691
2026-04-13 10:11:35,076  INFO    loss components: L_human=0.822  L_xm_original=0.617  L_t5_para=0.559  L_synonym_replacement=0.550  L_homoglyphs=0.571  L_article_deletion=0.595  L_misspelling=0.593  total=4.307
2026-04-13 10:11:35,076  INFO    per-gen rewards: deepseek=0.368  falcon3-=0.370  gemini-1=0.369  gemini-2=0.369  gemini-p=0.372  gemini-p=0.370  gpt-3.5-=0.368  gpt-4-tu=0.371  gpt-4-tu=0.372  gpt-4.5-=0.373  gpt-4o=0.372  gpt-4o-m=0.372  llama-2-=0.368  llama-2-=0.370  llama-3.=0.363  llama-3.=0.368  ministra=0.368  mistral-=0.372  mixtral-=0.370  o3-mini=0.371  qwen1.5-=0.349  text-bis=0.370
2026-04-13 10:11:49,675  INFO  [Step    7/200]  det=skip  para=-0.0121  raw_rwd=0.3680Β±0.0029  rwd=0.3680
2026-04-13 10:11:49,675  INFO    per-gen rewards: deepseek=0.369  falcon3-=0.368  gemini-1=0.367  gemini-2=0.369  gemini-p=0.368  gemini-p=0.362  gpt-3.5-=0.369  gpt-4-tu=0.371  gpt-4-tu=0.370  gpt-4.5-=0.367  gpt-4o=0.368  gpt-4o-m=0.365  llama-2-=0.370  llama-2-=0.368  llama-3.=0.370  llama-3.=0.370  ministra=0.367  mistral-=0.368  mixtral-=0.365  o3-mini=0.368  qwen1.5-=0.368  text-bis=0.371
2026-04-13 10:12:30,038  INFO  [Step    8/200]  det=4.2973  para=-0.0002  raw_rwd=0.3678Β±0.0025  rwd=0.3678
2026-04-13 10:12:30,038  INFO    loss components: L_human=0.682  L_xm_original=0.703  L_t5_para=0.534  L_synonym_replacement=0.525  L_homoglyphs=0.570  L_article_deletion=0.617  L_misspelling=0.599  total=4.230
2026-04-13 10:12:30,038  INFO    per-gen rewards: deepseek=0.369  falcon3-=0.365  gemini-1=0.367  gemini-2=0.368  gemini-p=0.370  gemini-p=0.365  gpt-3.5-=0.368  gpt-4-tu=0.371  gpt-4-tu=0.368  gpt-4.5-=0.369  gpt-4o=0.369  gpt-4o-m=0.369  llama-2-=0.365  llama-2-=0.370  llama-3.=0.367  llama-3.=0.367  ministra=0.366  mistral-=0.367  mixtral-=0.370  o3-mini=0.368  qwen1.5-=0.366  text-bis=0.371
2026-04-13 10:12:44,582  INFO  [Step    9/200]  det=skip  para=-0.0186  raw_rwd=0.3566Β±0.0038  rwd=0.3566
2026-04-13 10:12:44,582  INFO    per-gen rewards: deepseek=0.356  falcon3-=0.356  gemini-1=0.354  gemini-2=0.358  gemini-p=0.359  gemini-p=0.348  gpt-3.5-=0.356  gpt-4-tu=0.357  gpt-4-tu=0.356  gpt-4.5-=0.357  gpt-4o=0.357  gpt-4o-m=0.358  llama-2-=0.358  llama-2-=0.356  llama-3.=0.356  llama-3.=0.359  ministra=0.358  mistral-=0.358  mixtral-=0.359  o3-mini=0.356  qwen1.5-=0.357  text-bis=0.357
2026-04-13 10:13:24,922  INFO  [Step   10/200]  det=4.0340  para=-0.0148  raw_rwd=0.3560Β±0.0047  rwd=0.3560
2026-04-13 10:13:24,922  INFO    loss components: L_human=0.586  L_xm_original=0.575  L_t5_para=0.505  L_synonym_replacement=0.522  L_homoglyphs=0.471  L_article_deletion=0.618  L_misspelling=0.490  total=3.767
2026-04-13 10:13:24,922  INFO    per-gen rewards: deepseek=0.358  falcon3-=0.357  gemini-1=0.359  gemini-2=0.353  gemini-p=0.355  gemini-p=0.360  gpt-3.5-=0.356  gpt-4-tu=0.358  gpt-4-tu=0.359  gpt-4.5-=0.358  gpt-4o=0.357  gpt-4o-m=0.356  llama-2-=0.349  llama-2-=0.345  llama-3.=0.357  llama-3.=0.354  ministra=0.354  mistral-=0.358  mixtral-=0.357  o3-mini=0.354  qwen1.5-=0.358  text-bis=0.357
2026-04-13 10:18:09,837  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:18:09,837  INFO    β”‚  MACRO_AVG                   0.8495 β—„
2026-04-13 10:18:09,837  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.8016
2026-04-13 10:18:09,837  INFO    β”‚  falcon3-10b-instruct        0.8637
2026-04-13 10:18:09,837  INFO    β”‚  gemini-1.5-pro              0.7614
2026-04-13 10:18:09,838  INFO    β”‚  gemini-2.0-flash            0.8156
2026-04-13 10:18:09,838  INFO    β”‚  gemini-pro                  0.7949
2026-04-13 10:18:09,838  INFO    β”‚  gemini-pro-paraphrase       0.8390
2026-04-13 10:18:09,838  INFO    β”‚  gpt-3.5-turbo               0.9181
2026-04-13 10:18:09,838  INFO    β”‚  gpt-4-turbo                 0.8849
2026-04-13 10:18:09,838  INFO    β”‚  gpt-4-turbo-paraphrase      0.8713
2026-04-13 10:18:09,838  INFO    β”‚  gpt-4.5-preview             0.8622
2026-04-13 10:18:09,838  INFO    β”‚  gpt-4o                      0.9151
2026-04-13 10:18:09,838  INFO    β”‚  gpt-4o-mini                 0.9161
2026-04-13 10:18:09,838  INFO    β”‚  llama-2-70b-chat            0.8170
2026-04-13 10:18:09,838  INFO    β”‚  llama-2-7b-chat             0.8096
2026-04-13 10:18:09,838  INFO    β”‚  llama-3.1-8b-instruct       0.8324
2026-04-13 10:18:09,838  INFO    β”‚  llama-3.3-70b-instruct      0.8892
2026-04-13 10:18:09,838  INFO    β”‚  ministral-8b-instruct-2410  0.8536
2026-04-13 10:18:09,838  INFO    β”‚  mistral-7b-instruct-v0.2    0.8488
2026-04-13 10:18:09,838  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.8051
2026-04-13 10:18:09,838  INFO    β”‚  o3-mini                     0.9089
2026-04-13 10:18:09,838  INFO    β”‚  qwen1.5-72b-chat-8bit       0.8448
2026-04-13 10:18:09,838  INFO    β”‚  text-bison-002              0.8355
2026-04-13 10:18:09,838  INFO    β”‚  (prev best)                  0.5000
2026-04-13 10:18:09,838  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:18:09,838  INFO    β”‚  article_deletion            0.9445  β–²
2026-04-13 10:18:09,838  INFO    β”‚  homoglyphs                  1.0000  β–²
2026-04-13 10:18:09,838  INFO    β”‚  misspelling                 0.9736  β–²
2026-04-13 10:18:09,838  INFO    β”‚  no_attack                   0.8791  ~
2026-04-13 10:18:09,838  INFO    β”‚  synonym_replacement         0.9994  β–²
2026-04-13 10:18:09,838  INFO    β”‚  t5_paraphrase               0.9800  β–²
2026-04-13 10:18:09,838  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:18:14,512  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:18:16,630  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:18:16,631  INFO    βœ“ New best macro AUROC = 0.8495  β€” saved.

2026-04-13 10:18:16,631  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:18:16,885  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:18:17,008  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:18:17,010  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:18:17,131  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:18:17,131  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:18:17,132  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:18:17,246  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:18:18,637  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:18:18,785  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:18:18,952  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:18:19,084  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:19:16,802  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:19:16,985  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:19:17,698  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:19:17,850  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:19:18,740  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:19:18,881  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:19:19,644  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:19:19,644  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:19:19,644  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:19:19,755  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:19:20,376  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:19:20,520  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:19:20,654  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:19:20,765  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:19:36,740  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:19:36,741  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:19:36,741  INFO  ── Hub push complete ──

2026-04-13 10:19:51,780  INFO  [Step   11/200]  det=skip  para=-0.0066  raw_rwd=0.3342Β±0.0127  rwd=0.3342
2026-04-13 10:19:51,780  INFO    per-gen rewards: deepseek=0.331  falcon3-=0.319  gemini-1=0.340  gemini-2=0.339  gemini-p=0.338  gemini-p=0.337  gpt-3.5-=0.340  gpt-4-tu=0.298  gpt-4-tu=0.338  gpt-4.5-=0.338  gpt-4o=0.325  gpt-4o-m=0.340  llama-2-=0.338  llama-2-=0.341  llama-3.=0.339  llama-3.=0.339  ministra=0.329  mistral-=0.342  mixtral-=0.343  o3-mini=0.333  qwen1.5-=0.339  text-bis=0.336
2026-04-13 10:20:32,136  INFO  [Step   12/200]  det=3.7279  para=0.0000  raw_rwd=0.3312Β±0.0164  rwd=0.3312
2026-04-13 10:20:32,136  INFO    loss components: L_human=0.643  L_xm_original=0.545  L_t5_para=0.473  L_synonym_replacement=0.438  L_homoglyphs=0.428  L_article_deletion=0.459  L_misspelling=0.457  total=3.443
2026-04-13 10:20:32,136  INFO    per-gen rewards: deepseek=0.330  falcon3-=0.325  gemini-1=0.340  gemini-2=0.339  gemini-p=0.340  gemini-p=0.307  gpt-3.5-=0.334  gpt-4-tu=0.296  gpt-4-tu=0.298  gpt-4.5-=0.341  gpt-4o=0.331  gpt-4o-m=0.329  llama-2-=0.338  llama-2-=0.335  llama-3.=0.332  llama-3.=0.319  ministra=0.331  mistral-=0.337  mixtral-=0.340  o3-mini=0.330  qwen1.5-=0.336  text-bis=0.341
2026-04-13 10:20:46,603  INFO  [Step   13/200]  det=skip  para=-0.0293  raw_rwd=0.3091Β±0.0274  rwd=0.3091
2026-04-13 10:20:46,604  INFO    per-gen rewards: deepseek=0.283  falcon3-=0.301  gemini-1=0.306  gemini-2=0.319  gemini-p=0.322  gemini-p=0.261  gpt-3.5-=0.319  gpt-4-tu=0.318  gpt-4-tu=0.319  gpt-4.5-=0.323  gpt-4o=0.320  gpt-4o-m=0.320  llama-2-=0.312  llama-2-=0.320  llama-3.=0.288  llama-3.=0.316  ministra=0.305  mistral-=0.318  mixtral-=0.318  o3-mini=0.316  qwen1.5-=0.251  text-bis=0.324
2026-04-13 10:21:26,810  INFO  [Step   14/200]  det=3.4187  para=-0.0442  raw_rwd=0.3110Β±0.0264  rwd=0.3110
2026-04-13 10:21:26,810  INFO    loss components: L_human=0.466  L_xm_original=0.536  L_t5_para=0.483  L_synonym_replacement=0.449  L_homoglyphs=0.438  L_article_deletion=0.471  L_misspelling=0.451  total=3.294
2026-04-13 10:21:26,810  INFO    per-gen rewards: deepseek=0.321  falcon3-=0.308  gemini-1=0.318  gemini-2=0.318  gemini-p=0.321  gemini-p=0.317  gpt-3.5-=0.281  gpt-4-tu=0.256  gpt-4-tu=0.319  gpt-4.5-=0.321  gpt-4o=0.317  gpt-4o-m=0.306  llama-2-=0.319  llama-2-=0.318  llama-3.=0.317  llama-3.=0.320  ministra=0.305  mistral-=0.319  mixtral-=0.318  o3-mini=0.318  qwen1.5-=0.315  text-bis=0.318
2026-04-13 10:21:41,526  INFO  [Step   15/200]  det=skip  para=-0.0307  raw_rwd=0.2835Β±0.0418  rwd=0.2835
2026-04-13 10:21:41,526  INFO    per-gen rewards: deepseek=0.300  falcon3-=0.271  gemini-1=0.258  gemini-2=0.262  gemini-p=0.304  gemini-p=0.294  gpt-3.5-=0.283  gpt-4-tu=0.308  gpt-4-tu=0.299  gpt-4.5-=0.289  gpt-4o=0.288  gpt-4o-m=0.280  llama-2-=0.304  llama-2-=0.291  llama-3.=0.301  llama-3.=0.296  ministra=0.261  mistral-=0.280  mixtral-=0.294  o3-mini=0.298  qwen1.5-=0.294  text-bis=0.305
2026-04-13 10:26:24,018  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:26:24,018  INFO    β”‚  MACRO_AVG                   0.9307 β—„
2026-04-13 10:26:24,018  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9608
2026-04-13 10:26:24,018  INFO    β”‚  falcon3-10b-instruct        0.9834
2026-04-13 10:26:24,018  INFO    β”‚  gemini-1.5-pro              0.8948
2026-04-13 10:26:24,018  INFO    β”‚  gemini-2.0-flash            0.9442
2026-04-13 10:26:24,019  INFO    β”‚  gemini-pro                  0.8394
2026-04-13 10:26:24,019  INFO    β”‚  gemini-pro-paraphrase       0.8759
2026-04-13 10:26:24,019  INFO    β”‚  gpt-3.5-turbo               0.9910
2026-04-13 10:26:24,019  INFO    β”‚  gpt-4-turbo                 0.9544
2026-04-13 10:26:24,019  INFO    β”‚  gpt-4-turbo-paraphrase      0.9308
2026-04-13 10:26:24,019  INFO    β”‚  gpt-4.5-preview             0.9348
2026-04-13 10:26:24,019  INFO    β”‚  gpt-4o                      0.9893
2026-04-13 10:26:24,019  INFO    β”‚  gpt-4o-mini                 0.9899
2026-04-13 10:26:24,019  INFO    β”‚  llama-2-70b-chat            0.8703
2026-04-13 10:26:24,019  INFO    β”‚  llama-2-7b-chat             0.8655
2026-04-13 10:26:24,019  INFO    β”‚  llama-3.1-8b-instruct       0.9294
2026-04-13 10:26:24,019  INFO    β”‚  llama-3.3-70b-instruct      0.9798
2026-04-13 10:26:24,019  INFO    β”‚  ministral-8b-instruct-2410  0.9783
2026-04-13 10:26:24,019  INFO    β”‚  mistral-7b-instruct-v0.2    0.8875
2026-04-13 10:26:24,019  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.8637
2026-04-13 10:26:24,019  INFO    β”‚  o3-mini                     0.9883
2026-04-13 10:26:24,019  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9191
2026-04-13 10:26:24,019  INFO    β”‚  text-bison-002              0.9046
2026-04-13 10:26:24,019  INFO    β”‚  (prev best)                  0.8495
2026-04-13 10:26:24,019  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:26:24,019  INFO    β”‚  article_deletion            0.9925  ~
2026-04-13 10:26:24,019  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 10:26:24,019  INFO    β”‚  misspelling                 0.9957  ~
2026-04-13 10:26:24,019  INFO    β”‚  no_attack                   0.9731  ~
2026-04-13 10:26:24,019  INFO    β”‚  synonym_replacement         0.9981  ~
2026-04-13 10:26:24,019  INFO    β”‚  t5_paraphrase               0.9800  ~
2026-04-13 10:26:24,019  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:26:28,637  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:26:30,752  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:26:30,752  INFO    βœ“ New best macro AUROC = 0.9307  β€” saved.

2026-04-13 10:26:30,752  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:26:31,169  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:26:31,395  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:26:31,396  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:26:31,628  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:26:31,629  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:26:31,630  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:26:31,844  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:26:32,996  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:26:33,175  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:26:33,325  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:27:34,669  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:27:34,804  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:27:35,596  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:27:35,730  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:27:36,385  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:27:36,539  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:27:37,532  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:27:37,533  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:27:37,533  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:27:37,647  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:27:38,271  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:27:38,433  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:27:38,563  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:27:52,893  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:27:52,894  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:27:52,894  INFO  ── Hub push complete ──

2026-04-13 10:28:33,569  INFO  [Step   16/200]  det=3.3040  para=-0.0040  raw_rwd=0.2819Β±0.0352  rwd=0.2819
2026-04-13 10:28:33,569  INFO    loss components: L_human=0.437  L_xm_original=0.484  L_t5_para=0.453  L_synonym_replacement=0.436  L_homoglyphs=0.433  L_article_deletion=0.436  L_misspelling=0.436  total=3.115
2026-04-13 10:28:33,569  INFO    per-gen rewards: deepseek=0.289  falcon3-=0.264  gemini-1=0.261  gemini-2=0.298  gemini-p=0.222  gemini-p=0.300  gpt-3.5-=0.286  gpt-4-tu=0.304  gpt-4-tu=0.298  gpt-4.5-=0.295  gpt-4o=0.301  gpt-4o-m=0.251  llama-2-=0.299  llama-2-=0.221  llama-3.=0.279  llama-3.=0.299  ministra=0.297  mistral-=0.297  mixtral-=0.297  o3-mini=0.278  qwen1.5-=0.301  text-bis=0.300
2026-04-13 10:28:48,285  INFO  [Step   17/200]  det=skip  para=-0.0038  raw_rwd=0.2548Β±0.0413  rwd=0.2548
2026-04-13 10:28:48,286  INFO    per-gen rewards: deepseek=0.268  falcon3-=0.272  gemini-1=0.268  gemini-2=0.272  gemini-p=0.271  gemini-p=0.273  gpt-3.5-=0.246  gpt-4-tu=0.264  gpt-4-tu=0.268  gpt-4.5-=0.270  gpt-4o=0.270  gpt-4o-m=0.241  llama-2-=0.271  llama-2-=0.144  llama-3.=0.222  llama-3.=0.269  ministra=0.241  mistral-=0.148  mixtral-=0.272  o3-mini=0.270  qwen1.5-=0.279  text-bis=0.243
2026-04-13 10:29:28,249  INFO  [Step   18/200]  det=3.2222  para=-0.0115  raw_rwd=0.2549Β±0.0401  rwd=0.2549
2026-04-13 10:29:28,250  INFO    loss components: L_human=0.436  L_xm_original=0.533  L_t5_para=0.449  L_synonym_replacement=0.470  L_homoglyphs=0.427  L_article_deletion=0.470  L_misspelling=0.445  total=3.231
2026-04-13 10:29:28,250  INFO    per-gen rewards: deepseek=0.264  falcon3-=0.269  gemini-1=0.235  gemini-2=0.270  gemini-p=0.268  gemini-p=0.269  gpt-3.5-=0.225  gpt-4-tu=0.264  gpt-4-tu=0.258  gpt-4.5-=0.148  gpt-4o=0.247  gpt-4o-m=0.268  llama-2-=0.268  llama-2-=0.273  llama-3.=0.245  llama-3.=0.264  ministra=0.266  mistral-=0.267  mixtral-=0.271  o3-mini=0.262  qwen1.5-=0.263  text-bis=0.281
2026-04-13 10:29:42,913  INFO  [Step   19/200]  det=skip  para=-0.0567  raw_rwd=0.2258Β±0.0337  rwd=0.2258
2026-04-13 10:29:42,913  INFO    per-gen rewards: deepseek=0.230  falcon3-=0.224  gemini-1=0.229  gemini-2=0.232  gemini-p=0.229  gemini-p=0.228  gpt-3.5-=0.231  gpt-4-tu=0.223  gpt-4-tu=0.242  gpt-4.5-=0.068  gpt-4o=0.210  gpt-4o-m=0.228  llama-2-=0.246  llama-2-=0.236  llama-3.=0.240  llama-3.=0.238  ministra=0.209  mistral-=0.213  mixtral-=0.252  o3-mini=0.238  qwen1.5-=0.227  text-bis=0.247
2026-04-13 10:30:23,535  INFO  [Step   20/200]  det=3.1385  para=-0.0000  raw_rwd=0.2063Β±0.0539  rwd=0.2063
2026-04-13 10:30:23,535  INFO    loss components: L_human=0.433  L_xm_original=0.512  L_t5_para=0.457  L_synonym_replacement=0.451  L_homoglyphs=0.430  L_article_deletion=0.445  L_misspelling=0.434  total=3.163
2026-04-13 10:30:23,535  INFO    per-gen rewards: deepseek=0.204  falcon3-=0.167  gemini-1=0.207  gemini-2=0.233  gemini-p=0.212  gemini-p=0.246  gpt-3.5-=0.210  gpt-4-tu=0.237  gpt-4-tu=0.095  gpt-4.5-=0.225  gpt-4o=0.227  gpt-4o-m=0.207  llama-2-=0.213  llama-2-=0.236  llama-3.=0.203  llama-3.=0.156  ministra=0.240  mistral-=0.083  mixtral-=0.234  o3-mini=0.178  qwen1.5-=0.231  text-bis=0.231
2026-04-13 10:35:06,326  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:35:06,327  INFO    β”‚  MACRO_AVG                   0.9875 β—„
2026-04-13 10:35:06,327  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9988
2026-04-13 10:35:06,327  INFO    β”‚  falcon3-10b-instruct        0.9995
2026-04-13 10:35:06,327  INFO    β”‚  gemini-1.5-pro              0.9606
2026-04-13 10:35:06,327  INFO    β”‚  gemini-2.0-flash            0.9988
2026-04-13 10:35:06,327  INFO    β”‚  gemini-pro                  0.9650
2026-04-13 10:35:06,327  INFO    β”‚  gemini-pro-paraphrase       0.9663
2026-04-13 10:35:06,327  INFO    β”‚  gpt-3.5-turbo               0.9985
2026-04-13 10:35:06,327  INFO    β”‚  gpt-4-turbo                 0.9945
2026-04-13 10:35:06,327  INFO    β”‚  gpt-4-turbo-paraphrase      0.9839
2026-04-13 10:35:06,327  INFO    β”‚  gpt-4.5-preview             0.9946
2026-04-13 10:35:06,327  INFO    β”‚  gpt-4o                      0.9992
2026-04-13 10:35:06,327  INFO    β”‚  gpt-4o-mini                 0.9995
2026-04-13 10:35:06,327  INFO    β”‚  llama-2-70b-chat            0.9804
2026-04-13 10:35:06,327  INFO    β”‚  llama-2-7b-chat             0.9761
2026-04-13 10:35:06,327  INFO    β”‚  llama-3.1-8b-instruct       0.9870
2026-04-13 10:35:06,327  INFO    β”‚  llama-3.3-70b-instruct      0.9966
2026-04-13 10:35:06,327  INFO    β”‚  ministral-8b-instruct-2410  0.9992
2026-04-13 10:35:06,327  INFO    β”‚  mistral-7b-instruct-v0.2    0.9784
2026-04-13 10:35:06,327  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9759
2026-04-13 10:35:06,327  INFO    β”‚  o3-mini                     0.9995
2026-04-13 10:35:06,327  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9879
2026-04-13 10:35:06,327  INFO    β”‚  text-bison-002              0.9853
2026-04-13 10:35:06,327  INFO    β”‚  (prev best)                  0.9307
2026-04-13 10:35:06,327  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:35:06,327  INFO    β”‚  article_deletion            0.9964  ~
2026-04-13 10:35:06,327  INFO    β”‚  homoglyphs                  0.9992  ~
2026-04-13 10:35:06,327  INFO    β”‚  misspelling                 0.9976  ~
2026-04-13 10:35:06,327  INFO    β”‚  no_attack                   0.9948  ~
2026-04-13 10:35:06,327  INFO    β”‚  synonym_replacement         0.9961  ~
2026-04-13 10:35:06,327  INFO    β”‚  t5_paraphrase               0.9800  ~
2026-04-13 10:35:06,327  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:35:11,101  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:35:13,197  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:35:13,197  INFO    βœ“ New best macro AUROC = 0.9875  β€” saved.

2026-04-13 10:35:13,197  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:35:13,385  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:35:13,506  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:35:13,508  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:35:13,628  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:35:13,629  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:35:13,629  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:35:13,741  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:35:14,812  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:35:14,955  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:35:15,082  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:35:15,197  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:36:09,956  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:36:10,129  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:36:10,981  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:36:11,162  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:36:11,886  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:36:12,181  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:36:12,926  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:36:12,927  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:36:12,927  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:36:13,037  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:36:13,663  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:36:13,805  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:36:13,935  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:36:14,061  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:36:31,164  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:36:31,165  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:36:31,165  INFO  ── Hub push complete ──

2026-04-13 10:36:46,070  INFO  [Step   21/200]  det=skip  para=-0.0019  raw_rwd=0.1889Β±0.0406  rwd=0.1889
2026-04-13 10:36:46,070  INFO    per-gen rewards: deepseek=0.177  falcon3-=0.202  gemini-1=0.164  gemini-2=0.176  gemini-p=0.144  gemini-p=0.195  gpt-3.5-=0.205  gpt-4-tu=0.164  gpt-4-tu=0.077  gpt-4.5-=0.224  gpt-4o=0.188  gpt-4o-m=0.172  llama-2-=0.163  llama-2-=0.205  llama-3.=0.204  llama-3.=0.213  ministra=0.204  mistral-=0.211  mixtral-=0.207  o3-mini=0.198  qwen1.5-=0.232  text-bis=0.200
2026-04-13 10:37:26,915  INFO  [Step   22/200]  det=3.1162  para=0.0000  raw_rwd=0.1821Β±0.0432  rwd=0.1821
2026-04-13 10:37:26,916  INFO    loss components: L_human=0.486  L_xm_original=0.435  L_t5_para=0.446  L_synonym_replacement=0.439  L_homoglyphs=0.428  L_article_deletion=0.434  L_misspelling=0.433  total=3.101
2026-04-13 10:37:26,916  INFO    per-gen rewards: deepseek=0.204  falcon3-=0.195  gemini-1=0.152  gemini-2=0.194  gemini-p=0.226  gemini-p=0.179  gpt-3.5-=0.160  gpt-4-tu=0.193  gpt-4-tu=0.075  gpt-4.5-=0.208  gpt-4o=0.208  gpt-4o-m=0.178  llama-2-=0.062  llama-2-=0.205  llama-3.=0.210  llama-3.=0.178  ministra=0.198  mistral-=0.190  mixtral-=0.174  o3-mini=0.176  qwen1.5-=0.199  text-bis=0.066
2026-04-13 10:37:41,623  INFO  [Step   23/200]  det=skip  para=-0.0000  raw_rwd=0.1795Β±0.0224  rwd=0.1795
2026-04-13 10:37:41,623  INFO    per-gen rewards: deepseek=0.188  falcon3-=0.189  gemini-1=0.173  gemini-2=0.179  gemini-p=0.176  gemini-p=0.203  gpt-3.5-=0.179  gpt-4-tu=0.157  gpt-4-tu=0.206  gpt-4.5-=0.198  gpt-4o=0.188  gpt-4o-m=0.187  llama-2-=0.191  llama-2-=0.199  llama-3.=0.169  llama-3.=0.185  ministra=0.169  mistral-=0.183  mixtral-=0.154  o3-mini=0.165  qwen1.5-=0.180  text-bis=0.162
2026-04-13 10:38:21,946  INFO  [Step   24/200]  det=3.1562  para=-0.0010  raw_rwd=0.1821Β±0.0233  rwd=0.1821
2026-04-13 10:38:21,946  INFO    loss components: L_human=0.477  L_xm_original=0.504  L_t5_para=0.436  L_synonym_replacement=0.444  L_homoglyphs=0.433  L_article_deletion=0.466  L_misspelling=0.437  total=3.196
2026-04-13 10:38:21,946  INFO    per-gen rewards: deepseek=0.174  falcon3-=0.191  gemini-1=0.192  gemini-2=0.173  gemini-p=0.199  gemini-p=0.169  gpt-3.5-=0.168  gpt-4-tu=0.165  gpt-4-tu=0.175  gpt-4.5-=0.194  gpt-4o=0.191  gpt-4o-m=0.189  llama-2-=0.184  llama-2-=0.147  llama-3.=0.193  llama-3.=0.151  ministra=0.193  mistral-=0.110  mixtral-=0.185  o3-mini=0.187  qwen1.5-=0.183  text-bis=0.201
2026-04-13 10:38:36,736  INFO  [Step   25/200]  det=skip  para=-0.0000  raw_rwd=0.1658Β±0.0147  rwd=0.1658
2026-04-13 10:38:36,736  INFO    per-gen rewards: deepseek=0.174  falcon3-=0.154  gemini-1=0.159  gemini-2=0.167  gemini-p=0.134  gemini-p=0.168  gpt-3.5-=0.169  gpt-4-tu=0.174  gpt-4-tu=0.173  gpt-4.5-=0.154  gpt-4o=0.163  gpt-4o-m=0.164  llama-2-=0.149  llama-2-=0.162  llama-3.=0.168  llama-3.=0.183  ministra=0.170  mistral-=0.167  mixtral-=0.174  o3-mini=0.170  qwen1.5-=0.180  text-bis=0.156
2026-04-13 10:43:19,473  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:43:19,473  INFO    β”‚  MACRO_AVG                   0.9876 β—„
2026-04-13 10:43:19,473  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9964
2026-04-13 10:43:19,473  INFO    β”‚  falcon3-10b-instruct        0.9930
2026-04-13 10:43:19,473  INFO    β”‚  gemini-1.5-pro              0.9625
2026-04-13 10:43:19,473  INFO    β”‚  gemini-2.0-flash            0.9969
2026-04-13 10:43:19,473  INFO    β”‚  gemini-pro                  0.9747
2026-04-13 10:43:19,473  INFO    β”‚  gemini-pro-paraphrase       0.9735
2026-04-13 10:43:19,473  INFO    β”‚  gpt-3.5-turbo               0.9964
2026-04-13 10:43:19,473  INFO    β”‚  gpt-4-turbo                 0.9924
2026-04-13 10:43:19,473  INFO    β”‚  gpt-4-turbo-paraphrase      0.9851
2026-04-13 10:43:19,473  INFO    β”‚  gpt-4.5-preview             0.9906
2026-04-13 10:43:19,473  INFO    β”‚  gpt-4o                      0.9980
2026-04-13 10:43:19,473  INFO    β”‚  gpt-4o-mini                 0.9984
2026-04-13 10:43:19,473  INFO    β”‚  llama-2-70b-chat            0.9851
2026-04-13 10:43:19,473  INFO    β”‚  llama-2-7b-chat             0.9830
2026-04-13 10:43:19,473  INFO    β”‚  llama-3.1-8b-instruct       0.9819
2026-04-13 10:43:19,474  INFO    β”‚  llama-3.3-70b-instruct      0.9887
2026-04-13 10:43:19,474  INFO    β”‚  ministral-8b-instruct-2410  0.9955
2026-04-13 10:43:19,474  INFO    β”‚  mistral-7b-instruct-v0.2    0.9838
2026-04-13 10:43:19,474  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9822
2026-04-13 10:43:19,474  INFO    β”‚  o3-mini                     0.9967
2026-04-13 10:43:19,474  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9866
2026-04-13 10:43:19,474  INFO    β”‚  text-bison-002              0.9853
2026-04-13 10:43:19,474  INFO    β”‚  (prev best)                  0.9875
2026-04-13 10:43:19,474  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:43:19,474  INFO    β”‚  article_deletion            0.9963  ~
2026-04-13 10:43:19,474  INFO    β”‚  homoglyphs                  0.9994  ~
2026-04-13 10:43:19,474  INFO    β”‚  misspelling                 0.9970  ~
2026-04-13 10:43:19,474  INFO    β”‚  no_attack                   0.9951  ~
2026-04-13 10:43:19,474  INFO    β”‚  synonym_replacement         0.9935  ~
2026-04-13 10:43:19,474  INFO    β”‚  t5_paraphrase               0.9800  ~
2026-04-13 10:43:19,474  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:43:24,030  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:43:26,148  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:43:26,148  INFO    βœ“ New best macro AUROC = 0.9876  β€” saved.

2026-04-13 10:43:26,148  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:43:26,340  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:43:26,461  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:43:26,462  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:43:26,579  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:43:26,580  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:43:26,580  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:43:26,695  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:43:27,788  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:43:27,946  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:43:28,078  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:44:27,996  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:44:28,138  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:44:28,861  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:44:28,995  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:44:29,742  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:44:29,873  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:44:30,698  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:44:30,699  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:44:30,699  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:44:30,810  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:44:31,439  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:44:31,582  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:44:31,712  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:44:43,808  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:44:43,809  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:44:43,809  INFO  ── Hub push complete ──

2026-04-13 10:45:24,444  INFO  [Step   26/200]  det=3.0797  para=-0.0055  raw_rwd=0.1709Β±0.0137  rwd=0.1709
2026-04-13 10:45:24,444  INFO    loss components: L_human=0.439  L_xm_original=0.448  L_t5_para=0.432  L_synonym_replacement=0.454  L_homoglyphs=0.428  L_article_deletion=0.439  L_misspelling=0.436  total=3.075
2026-04-13 10:45:24,444  INFO    per-gen rewards: deepseek=0.178  falcon3-=0.162  gemini-1=0.168  gemini-2=0.164  gemini-p=0.187  gemini-p=0.161  gpt-3.5-=0.172  gpt-4-tu=0.167  gpt-4-tu=0.168  gpt-4.5-=0.152  gpt-4o=0.177  gpt-4o-m=0.169  llama-2-=0.159  llama-2-=0.148  llama-3.=0.177  llama-3.=0.196  ministra=0.173  mistral-=0.176  mixtral-=0.166  o3-mini=0.166  qwen1.5-=0.174  text-bis=0.175
2026-04-13 10:45:39,057  INFO  [Step   27/200]  det=skip  para=0.0168  raw_rwd=0.1533Β±0.0292  rwd=0.1533
2026-04-13 10:45:39,058  INFO    per-gen rewards: deepseek=0.146  falcon3-=0.151  gemini-1=0.169  gemini-2=0.169  gemini-p=0.143  gemini-p=0.144  gpt-3.5-=0.154  gpt-4-tu=0.116  gpt-4-tu=0.129  gpt-4.5-=0.130  gpt-4o=0.150  gpt-4o-m=0.146  llama-2-=0.129  llama-2-=0.146  llama-3.=0.158  llama-3.=0.123  ministra=0.162  mistral-=0.136  mixtral-=0.170  o3-mini=0.159  qwen1.5-=0.205  text-bis=0.143
2026-04-13 10:46:19,550  INFO  [Step   28/200]  det=3.1591  para=0.0315  raw_rwd=0.1581Β±0.0284  rwd=0.1581
2026-04-13 10:46:19,550  INFO    loss components: L_human=0.479  L_xm_original=0.437  L_t5_para=0.431  L_synonym_replacement=0.433  L_homoglyphs=0.427  L_article_deletion=0.425  L_misspelling=0.433  total=3.065
2026-04-13 10:46:19,550  INFO    per-gen rewards: deepseek=0.171  falcon3-=0.160  gemini-1=0.150  gemini-2=0.146  gemini-p=0.147  gemini-p=0.153  gpt-3.5-=0.153  gpt-4-tu=0.150  gpt-4-tu=0.230  gpt-4.5-=0.144  gpt-4o=0.138  gpt-4o-m=0.157  llama-2-=0.128  llama-2-=0.125  llama-3.=0.185  llama-3.=0.138  ministra=0.181  mistral-=0.149  mixtral-=0.165  o3-mini=0.151  qwen1.5-=0.178  text-bis=0.201
2026-04-13 10:46:34,141  INFO  [Step   29/200]  det=skip  para=0.0000  raw_rwd=0.1577Β±0.0125  rwd=0.1577
2026-04-13 10:46:34,142  INFO    per-gen rewards: deepseek=0.148  falcon3-=0.168  gemini-1=0.170  gemini-2=0.149  gemini-p=0.157  gemini-p=0.153  gpt-3.5-=0.157  gpt-4-tu=0.159  gpt-4-tu=0.177  gpt-4.5-=0.141  gpt-4o=0.157  gpt-4o-m=0.153  llama-2-=0.149  llama-2-=0.157  llama-3.=0.160  llama-3.=0.167  ministra=0.163  mistral-=0.152  mixtral-=0.143  o3-mini=0.159  qwen1.5-=0.138  text-bis=0.160
2026-04-13 10:47:14,419  INFO  [Step   30/200]  det=3.0753  para=0.0043  raw_rwd=0.1512Β±0.0123  rwd=0.1512
2026-04-13 10:47:14,419  INFO    loss components: L_human=0.435  L_xm_original=0.432  L_t5_para=0.431  L_synonym_replacement=0.441  L_homoglyphs=0.424  L_article_deletion=0.428  L_misspelling=0.431  total=3.022
2026-04-13 10:47:14,419  INFO    per-gen rewards: deepseek=0.143  falcon3-=0.150  gemini-1=0.155  gemini-2=0.149  gemini-p=0.154  gemini-p=0.158  gpt-3.5-=0.160  gpt-4-tu=0.166  gpt-4-tu=0.160  gpt-4.5-=0.145  gpt-4o=0.147  gpt-4o-m=0.151  llama-2-=0.142  llama-2-=0.159  llama-3.=0.146  llama-3.=0.144  ministra=0.157  mistral-=0.125  mixtral-=0.153  o3-mini=0.150  qwen1.5-=0.157  text-bis=0.158
2026-04-13 10:51:57,332  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 10:51:57,333  INFO    β”‚  MACRO_AVG                   0.9933 β—„
2026-04-13 10:51:57,333  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9992
2026-04-13 10:51:57,333  INFO    β”‚  falcon3-10b-instruct        0.9994
2026-04-13 10:51:57,333  INFO    β”‚  gemini-1.5-pro              0.9621
2026-04-13 10:51:57,333  INFO    β”‚  gemini-2.0-flash            0.9994
2026-04-13 10:51:57,333  INFO    β”‚  gemini-pro                  0.9799
2026-04-13 10:51:57,333  INFO    β”‚  gemini-pro-paraphrase       0.9831
2026-04-13 10:51:57,333  INFO    β”‚  gpt-3.5-turbo               0.9997
2026-04-13 10:51:57,333  INFO    β”‚  gpt-4-turbo                 0.9995
2026-04-13 10:51:57,333  INFO    β”‚  gpt-4-turbo-paraphrase      0.9931
2026-04-13 10:51:57,333  INFO    β”‚  gpt-4.5-preview             0.9960
2026-04-13 10:51:57,333  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 10:51:57,333  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 10:51:57,333  INFO    β”‚  llama-2-70b-chat            0.9905
2026-04-13 10:51:57,333  INFO    β”‚  llama-2-7b-chat             0.9911
2026-04-13 10:51:57,333  INFO    β”‚  llama-3.1-8b-instruct       0.9897
2026-04-13 10:51:57,333  INFO    β”‚  llama-3.3-70b-instruct      0.9990
2026-04-13 10:51:57,333  INFO    β”‚  ministral-8b-instruct-2410  0.9995
2026-04-13 10:51:57,333  INFO    β”‚  mistral-7b-instruct-v0.2    0.9909
2026-04-13 10:51:57,333  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9896
2026-04-13 10:51:57,333  INFO    β”‚  o3-mini                     0.9997
2026-04-13 10:51:57,333  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9972
2026-04-13 10:51:57,333  INFO    β”‚  text-bison-002              0.9945
2026-04-13 10:51:57,333  INFO    β”‚  (prev best)                  0.9876
2026-04-13 10:51:57,333  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 10:51:57,333  INFO    β”‚  article_deletion            0.9974  ~
2026-04-13 10:51:57,333  INFO    β”‚  homoglyphs                  0.9997  ~
2026-04-13 10:51:57,333  INFO    β”‚  misspelling                 0.9985  ~
2026-04-13 10:51:57,333  INFO    β”‚  no_attack                   0.9956  ~
2026-04-13 10:51:57,333  INFO    β”‚  synonym_replacement         0.9991  ~
2026-04-13 10:51:57,333  INFO    β”‚  t5_paraphrase               0.9800  ~
2026-04-13 10:51:57,333  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 10:52:02,074  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 10:52:04,212  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 10:52:04,213  INFO    βœ“ New best macro AUROC = 0.9933  β€” saved.

2026-04-13 10:52:04,213  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 10:52:04,421  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 10:52:04,552  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 10:52:04,553  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:52:04,667  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 10:52:04,668  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:52:04,669  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 10:52:04,778  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:52:05,882  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:52:06,023  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:52:06,162  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:52:06,295  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:53:04,186  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:53:04,320  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:53:05,259  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:53:05,391  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:53:06,229  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:53:06,361  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:53:07,379  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:53:07,380  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 10:53:07,380  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 10:53:07,490  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:53:08,120  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 10:53:08,255  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 10:53:08,385  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 10:53:08,498  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 10:53:14,631  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 10:53:14,632  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 10:53:14,632  INFO  ── Hub push complete ──

2026-04-13 10:53:29,491  INFO  [Step   31/200]  det=skip  para=0.0000  raw_rwd=0.1452Β±0.0198  rwd=0.1452
2026-04-13 10:53:29,491  INFO    per-gen rewards: deepseek=0.155  falcon3-=0.142  gemini-1=0.165  gemini-2=0.148  gemini-p=0.155  gemini-p=0.129  gpt-3.5-=0.153  gpt-4-tu=0.127  gpt-4-tu=0.123  gpt-4.5-=0.151  gpt-4o=0.147  gpt-4o-m=0.138  llama-2-=0.138  llama-2-=0.177  llama-3.=0.137  llama-3.=0.149  ministra=0.128  mistral-=0.140  mixtral-=0.136  o3-mini=0.140  qwen1.5-=0.163  text-bis=0.148
2026-04-13 10:54:10,423  INFO  [Step   32/200]  det=3.0615  para=0.0240  raw_rwd=0.1455Β±0.0234  rwd=0.1455
2026-04-13 10:54:10,423  INFO    loss components: L_human=0.447  L_xm_original=0.441  L_t5_para=0.428  L_synonym_replacement=0.434  L_homoglyphs=0.426  L_article_deletion=0.427  L_misspelling=0.442  total=3.047
2026-04-13 10:54:10,423  INFO    per-gen rewards: deepseek=0.142  falcon3-=0.148  gemini-1=0.148  gemini-2=0.146  gemini-p=0.131  gemini-p=0.161  gpt-3.5-=0.141  gpt-4-tu=0.134  gpt-4-tu=0.118  gpt-4.5-=0.122  gpt-4o=0.149  gpt-4o-m=0.163  llama-2-=0.145  llama-2-=0.135  llama-3.=0.137  llama-3.=0.142  ministra=0.131  mistral-=0.148  mixtral-=0.134  o3-mini=0.165  qwen1.5-=0.122  text-bis=0.163
2026-04-13 10:54:25,296  INFO  [Step   33/200]  det=skip  para=0.0000  raw_rwd=0.1339Β±0.0205  rwd=0.1339
2026-04-13 10:54:25,297  INFO    per-gen rewards: deepseek=0.135  falcon3-=0.130  gemini-1=0.136  gemini-2=0.139  gemini-p=0.133  gemini-p=0.137  gpt-3.5-=0.146  gpt-4-tu=0.120  gpt-4-tu=0.173  gpt-4.5-=0.122  gpt-4o=0.118  gpt-4o-m=0.131  llama-2-=0.108  llama-2-=0.128  llama-3.=0.153  llama-3.=0.119  ministra=0.126  mistral-=0.128  mixtral-=0.184  o3-mini=0.124  qwen1.5-=0.134  text-bis=0.142
2026-04-13 10:55:06,256  INFO  [Step   34/200]  det=3.1308  para=-0.0000  raw_rwd=0.1332Β±0.0166  rwd=0.1332
2026-04-13 10:55:06,256  INFO    loss components: L_human=0.435  L_xm_original=0.491  L_t5_para=0.426  L_synonym_replacement=0.442  L_homoglyphs=0.436  L_article_deletion=0.447  L_misspelling=0.443  total=3.120
2026-04-13 10:55:06,256  INFO    per-gen rewards: deepseek=0.135  falcon3-=0.135  gemini-1=0.140  gemini-2=0.130  gemini-p=0.136  gemini-p=0.135  gpt-3.5-=0.133  gpt-4-tu=0.137  gpt-4-tu=0.131  gpt-4.5-=0.121  gpt-4o=0.141  gpt-4o-m=0.122  llama-2-=0.117  llama-2-=0.143  llama-3.=0.130  llama-3.=0.149  ministra=0.130  mistral-=0.142  mixtral-=0.131  o3-mini=0.137  qwen1.5-=0.108  text-bis=0.144
2026-04-13 10:55:20,904  INFO  [Step   35/200]  det=skip  para=-0.0000  raw_rwd=0.1265Β±0.0132  rwd=0.1265
2026-04-13 10:55:20,905  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.122  gemini-1=0.124  gemini-2=0.132  gemini-p=0.118  gemini-p=0.124  gpt-3.5-=0.124  gpt-4-tu=0.115  gpt-4-tu=0.114  gpt-4.5-=0.110  gpt-4o=0.125  gpt-4o-m=0.130  llama-2-=0.117  llama-2-=0.132  llama-3.=0.127  llama-3.=0.156  ministra=0.121  mistral-=0.124  mixtral-=0.163  o3-mini=0.123  qwen1.5-=0.133  text-bis=0.143
2026-04-13 11:00:04,871  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:00:04,871  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:00:04,871  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:00:04,871  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:00:04,871  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:00:04,871  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:00:04,871  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:00:04,871  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:00:04,871  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:00:04,871  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:00:04,871  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:00:04,871  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:00:04,871  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:00:04,871  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:00:04,871  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:00:04,871  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:00:04,871  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:00:04,872  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:00:04,872  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:00:04,872  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:00:04,872  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:00:04,872  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:00:04,872  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:00:04,872  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:00:04,872  INFO    β”‚  (prev best)                  0.9933
2026-04-13 11:00:04,872  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:00:04,872  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 11:00:04,872  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:00:04,872  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 11:00:04,872  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:00:04,872  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:00:04,872  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:00:04,872  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:00:09,521  INFO  Detector saved β†’ ./adal_panclef/best_detector
2026-04-13 11:00:11,625  INFO  Paraphraser saved β†’ ./adal_panclef/best_paraphraser
2026-04-13 11:00:11,625  INFO    βœ“ New best macro AUROC = 0.9960  β€” saved.

2026-04-13 11:00:11,625  INFO  
── Pushing to HuggingFace Hub (trigger=best) ──
2026-04-13 11:00:11,855  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 11:00:11,977  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 11:00:11,979  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 11:00:12,110  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 11:00:12,111  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 11:00:12,112  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 11:00:12,227  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 11:00:13,354  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 11:00:13,528  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 11:00:13,668  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 11:01:11,414  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 11:01:11,550  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 11:01:12,240  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 11:01:12,470  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 11:01:13,176  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 11:01:13,317  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 11:01:14,203  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 11:01:14,204  INFO    βœ“ Detector pushed β†’ https://huggingface.co/Shushant/ADAL-Detector-PANCLEF
2026-04-13 11:01:14,204  INFO    Uploading paraphraser β†’ Shushant/ADAL_PAN-t5-paraphraser …
2026-04-13 11:01:14,336  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 11:01:14,965  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 11:01:15,142  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/preupload/main "HTTP/1.1 200 OK"
2026-04-13 11:01:15,263  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 11:01:22,028  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser/commit/main "HTTP/1.1 200 OK"
2026-04-13 11:01:22,029  INFO    βœ“ Paraphraser pushed β†’ https://huggingface.co/Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 11:01:22,029  INFO  ── Hub push complete ──

2026-04-13 11:01:36,940  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:01:36,940  INFO  [Step   36/200]  det=skip  para=0.0038  raw_rwd=0.1255Β±0.0119  rwd=0.1255
2026-04-13 11:01:36,940  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.123  gemini-1=0.121  gemini-2=0.125  gemini-p=0.133  gemini-p=0.123  gpt-3.5-=0.122  gpt-4-tu=0.122  gpt-4-tu=0.135  gpt-4.5-=0.108  gpt-4o=0.123  gpt-4o-m=0.130  llama-2-=0.121  llama-2-=0.141  llama-3.=0.125  llama-3.=0.122  ministra=0.128  mistral-=0.148  mixtral-=0.127  o3-mini=0.122  qwen1.5-=0.133  text-bis=0.127
2026-04-13 11:01:51,580  INFO  [Step   37/200]  det=skip  para=0.0139  raw_rwd=0.1233Β±0.0110  rwd=0.1233
2026-04-13 11:01:51,581  INFO    per-gen rewards: deepseek=0.137  falcon3-=0.119  gemini-1=0.120  gemini-2=0.129  gemini-p=0.133  gemini-p=0.120  gpt-3.5-=0.122  gpt-4-tu=0.112  gpt-4-tu=0.117  gpt-4.5-=0.117  gpt-4o=0.118  gpt-4o-m=0.123  llama-2-=0.138  llama-2-=0.118  llama-3.=0.121  llama-3.=0.138  ministra=0.123  mistral-=0.131  mixtral-=0.119  o3-mini=0.126  qwen1.5-=0.116  text-bis=0.104
2026-04-13 11:02:06,245  INFO  [Step   38/200]  det=skip  para=0.0000  raw_rwd=0.1266Β±0.0127  rwd=0.1266
2026-04-13 11:02:06,245  INFO    per-gen rewards: deepseek=0.115  falcon3-=0.118  gemini-1=0.127  gemini-2=0.126  gemini-p=0.160  gemini-p=0.114  gpt-3.5-=0.130  gpt-4-tu=0.131  gpt-4-tu=0.149  gpt-4.5-=0.128  gpt-4o=0.122  gpt-4o-m=0.134  llama-2-=0.138  llama-2-=0.137  llama-3.=0.122  llama-3.=0.129  ministra=0.121  mistral-=0.116  mixtral-=0.145  o3-mini=0.129  qwen1.5-=0.117  text-bis=0.146
2026-04-13 11:02:21,082  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:02:21,083  INFO  [Step   39/200]  det=skip  para=0.0004  raw_rwd=0.1256Β±0.0122  rwd=0.1256
2026-04-13 11:02:21,083  INFO    per-gen rewards: deepseek=0.135  falcon3-=0.129  gemini-1=0.124  gemini-2=0.124  gemini-p=0.111  gemini-p=0.142  gpt-3.5-=0.130  gpt-4-tu=0.130  gpt-4-tu=0.119  gpt-4.5-=0.108  gpt-4o=0.126  gpt-4o-m=0.125  llama-2-=0.119  llama-2-=0.133  llama-3.=0.128  llama-3.=0.128  ministra=0.122  mistral-=0.130  mixtral-=0.125  o3-mini=0.121  qwen1.5-=0.127  text-bis=0.110
2026-04-13 11:02:35,876  INFO  [Step   40/200]  det=skip  para=0.0000  raw_rwd=0.1234Β±0.0104  rwd=0.1234
2026-04-13 11:02:35,876  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.122  gemini-1=0.126  gemini-2=0.128  gemini-p=0.133  gemini-p=0.140  gpt-3.5-=0.128  gpt-4-tu=0.112  gpt-4-tu=0.112  gpt-4.5-=0.118  gpt-4o=0.128  gpt-4o-m=0.121  llama-2-=0.132  llama-2-=0.120  llama-3.=0.113  llama-3.=0.130  ministra=0.114  mistral-=0.124  mixtral-=0.108  o3-mini=0.128  qwen1.5-=0.127  text-bis=0.132
2026-04-13 11:07:19,194  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:07:19,194  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:07:19,195  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:07:19,195  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:07:19,195  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:07:19,195  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:07:19,195  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:07:19,195  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:07:19,195  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:07:19,195  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:07:19,195  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:07:19,195  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:07:19,195  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:07:19,195  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:07:19,195  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:07:19,195  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:07:19,195  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:07:19,195  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:07:19,195  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:07:19,195  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:07:19,195  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:07:19,195  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:07:19,195  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:07:19,195  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:07:19,195  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:07:19,195  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:07:19,195  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 11:07:19,195  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:07:19,195  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 11:07:19,195  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:07:19,195  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:07:19,195  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:07:19,195  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:07:19,195  INFO    No improvement (1/25)  best=0.9960

2026-04-13 11:07:34,025  INFO  [Step   41/200]  det=skip  para=-0.0000  raw_rwd=0.1254Β±0.0105  rwd=0.1254
2026-04-13 11:07:34,026  INFO    per-gen rewards: deepseek=0.114  falcon3-=0.128  gemini-1=0.122  gemini-2=0.119  gemini-p=0.116  gemini-p=0.107  gpt-3.5-=0.129  gpt-4-tu=0.121  gpt-4-tu=0.120  gpt-4.5-=0.125  gpt-4o=0.125  gpt-4o-m=0.125  llama-2-=0.135  llama-2-=0.132  llama-3.=0.123  llama-3.=0.126  ministra=0.132  mistral-=0.116  mixtral-=0.122  o3-mini=0.136  qwen1.5-=0.149  text-bis=0.124
2026-04-13 11:07:48,634  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:07:48,634  INFO  [Step   42/200]  det=skip  para=-0.0000  raw_rwd=0.1270Β±0.0102  rwd=0.1270
2026-04-13 11:07:48,634  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.118  gemini-1=0.125  gemini-2=0.126  gemini-p=0.114  gemini-p=0.149  gpt-3.5-=0.130  gpt-4-tu=0.134  gpt-4-tu=0.118  gpt-4.5-=0.137  gpt-4o=0.129  gpt-4o-m=0.133  llama-2-=0.124  llama-2-=0.122  llama-3.=0.122  llama-3.=0.125  ministra=0.126  mistral-=0.144  mixtral-=0.122  o3-mini=0.127  qwen1.5-=0.123  text-bis=0.135
2026-04-13 11:08:03,230  INFO  [Step   43/200]  det=skip  para=0.0000  raw_rwd=0.1265Β±0.0115  rwd=0.1265
2026-04-13 11:08:03,230  INFO    per-gen rewards: deepseek=0.117  falcon3-=0.125  gemini-1=0.124  gemini-2=0.121  gemini-p=0.124  gemini-p=0.122  gpt-3.5-=0.123  gpt-4-tu=0.107  gpt-4-tu=0.148  gpt-4.5-=0.160  gpt-4o=0.130  gpt-4o-m=0.128  llama-2-=0.121  llama-2-=0.143  llama-3.=0.124  llama-3.=0.128  ministra=0.128  mistral-=0.138  mixtral-=0.120  o3-mini=0.131  qwen1.5-=0.127  text-bis=0.132
2026-04-13 11:08:17,965  INFO  [Step   44/200]  det=skip  para=0.0045  raw_rwd=0.1249Β±0.0103  rwd=0.1249
2026-04-13 11:08:17,965  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.117  gemini-1=0.123  gemini-2=0.123  gemini-p=0.124  gemini-p=0.115  gpt-3.5-=0.122  gpt-4-tu=0.136  gpt-4-tu=0.159  gpt-4.5-=0.130  gpt-4o=0.121  gpt-4o-m=0.129  llama-2-=0.133  llama-2-=0.135  llama-3.=0.129  llama-3.=0.130  ministra=0.124  mistral-=0.114  mixtral-=0.113  o3-mini=0.130  qwen1.5-=0.111  text-bis=0.121
2026-04-13 11:08:32,302  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:08:32,303  INFO  [Step   45/200]  det=skip  para=0.0068  raw_rwd=0.1252Β±0.0107  rwd=0.1252
2026-04-13 11:08:32,303  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.120  gemini-1=0.128  gemini-2=0.127  gemini-p=0.135  gemini-p=0.132  gpt-3.5-=0.125  gpt-4-tu=0.110  gpt-4-tu=0.128  gpt-4.5-=0.122  gpt-4o=0.128  gpt-4o-m=0.123  llama-2-=0.132  llama-2-=0.126  llama-3.=0.128  llama-3.=0.130  ministra=0.122  mistral-=0.111  mixtral-=0.131  o3-mini=0.119  qwen1.5-=0.141  text-bis=0.140
2026-04-13 11:13:15,700  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:13:15,700  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:13:15,700  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:13:15,700  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:13:15,700  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:13:15,700  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:13:15,700  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:13:15,700  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:13:15,700  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:13:15,700  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:13:15,700  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:13:15,700  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:13:15,700  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:13:15,700  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:13:15,700  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:13:15,700  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:13:15,700  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:13:15,700  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:13:15,700  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:13:15,700  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:13:15,700  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:13:15,700  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:13:15,700  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:13:15,700  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:13:15,700  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:13:15,701  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:13:15,701  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 11:13:15,701  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:13:15,701  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 11:13:15,701  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:13:15,701  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:13:15,701  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:13:15,701  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:13:15,701  INFO    No improvement (2/25)  best=0.9960

2026-04-13 11:13:30,607  INFO  [Step   46/200]  det=skip  para=-0.0000  raw_rwd=0.1272Β±0.0105  rwd=0.1272
2026-04-13 11:13:30,607  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.134  gemini-1=0.123  gemini-2=0.128  gemini-p=0.132  gemini-p=0.120  gpt-3.5-=0.127  gpt-4-tu=0.139  gpt-4-tu=0.125  gpt-4.5-=0.133  gpt-4o=0.130  gpt-4o-m=0.133  llama-2-=0.114  llama-2-=0.152  llama-3.=0.126  llama-3.=0.122  ministra=0.124  mistral-=0.113  mixtral-=0.126  o3-mini=0.125  qwen1.5-=0.126  text-bis=0.124
2026-04-13 11:13:45,484  INFO  [Step   47/200]  det=skip  para=0.0566  raw_rwd=0.1274Β±0.0225  rwd=0.1274
2026-04-13 11:13:45,484  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.131  gemini-1=0.164  gemini-2=0.130  gemini-p=0.109  gemini-p=0.115  gpt-3.5-=0.124  gpt-4-tu=0.127  gpt-4-tu=0.123  gpt-4.5-=0.114  gpt-4o=0.117  gpt-4o-m=0.124  llama-2-=0.134  llama-2-=0.119  llama-3.=0.116  llama-3.=0.132  ministra=0.135  mistral-=0.125  mixtral-=0.140  o3-mini=0.125  qwen1.5-=0.122  text-bis=0.114
2026-04-13 11:14:00,097  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:14:00,098  INFO  [Step   48/200]  det=skip  para=0.0044  raw_rwd=0.1268Β±0.0128  rwd=0.1268
2026-04-13 11:14:00,098  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.136  gemini-1=0.129  gemini-2=0.118  gemini-p=0.109  gemini-p=0.121  gpt-3.5-=0.132  gpt-4-tu=0.126  gpt-4-tu=0.151  gpt-4.5-=0.120  gpt-4o=0.127  gpt-4o-m=0.133  llama-2-=0.113  llama-2-=0.127  llama-3.=0.127  llama-3.=0.132  ministra=0.127  mistral-=0.119  mixtral-=0.113  o3-mini=0.121  qwen1.5-=0.125  text-bis=0.111
2026-04-13 11:14:14,564  INFO  [Step   49/200]  det=skip  para=-0.0000  raw_rwd=0.1242Β±0.0082  rwd=0.1242
2026-04-13 11:14:14,565  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.128  gemini-1=0.123  gemini-2=0.121  gemini-p=0.145  gemini-p=0.110  gpt-3.5-=0.122  gpt-4-tu=0.114  gpt-4-tu=0.120  gpt-4.5-=0.119  gpt-4o=0.125  gpt-4o-m=0.125  llama-2-=0.124  llama-2-=0.134  llama-3.=0.125  llama-3.=0.126  ministra=0.127  mistral-=0.136  mixtral-=0.118  o3-mini=0.121  qwen1.5-=0.126  text-bis=0.115
2026-04-13 11:14:29,493  INFO  [Step   50/200]  det=skip  para=0.0000  raw_rwd=0.1264Β±0.0129  rwd=0.1264
2026-04-13 11:14:29,493  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.125  gemini-1=0.125  gemini-2=0.127  gemini-p=0.122  gemini-p=0.135  gpt-3.5-=0.131  gpt-4-tu=0.114  gpt-4-tu=0.111  gpt-4.5-=0.136  gpt-4o=0.122  gpt-4o-m=0.126  llama-2-=0.132  llama-2-=0.098  llama-3.=0.125  llama-3.=0.125  ministra=0.134  mistral-=0.132  mixtral-=0.122  o3-mini=0.130  qwen1.5-=0.145  text-bis=0.141
2026-04-13 11:19:14,185  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:19:14,186  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:19:14,186  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:19:14,186  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:19:14,186  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:19:14,186  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:19:14,186  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:19:14,186  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:19:14,186  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:19:14,186  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:19:14,186  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:19:14,186  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:19:14,186  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:19:14,186  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:19:14,186  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:19:14,186  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:19:14,186  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:19:14,186  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:19:14,186  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:19:14,186  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:19:14,186  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:19:14,186  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:19:14,186  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:19:14,186  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:19:14,186  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:19:14,186  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:19:14,186  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 11:19:14,186  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:19:14,186  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 11:19:14,186  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:19:14,186  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 11:19:14,186  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:19:14,186  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:19:14,186  INFO    No improvement (3/25)  best=0.9960

2026-04-13 11:19:29,028  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:19:29,028  INFO  [Step   51/200]  det=skip  para=0.0000  raw_rwd=0.1238Β±0.0109  rwd=0.1238
2026-04-13 11:19:29,028  INFO    per-gen rewards: deepseek=0.113  falcon3-=0.130  gemini-1=0.128  gemini-2=0.120  gemini-p=0.116  gemini-p=0.129  gpt-3.5-=0.128  gpt-4-tu=0.122  gpt-4-tu=0.122  gpt-4.5-=0.125  gpt-4o=0.123  gpt-4o-m=0.117  llama-2-=0.134  llama-2-=0.117  llama-3.=0.119  llama-3.=0.143  ministra=0.123  mistral-=0.137  mixtral-=0.120  o3-mini=0.126  qwen1.5-=0.129  text-bis=0.115
2026-04-13 11:19:43,946  INFO  [Step   52/200]  det=skip  para=-0.0000  raw_rwd=0.1271Β±0.0114  rwd=0.1271
2026-04-13 11:19:43,946  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.134  gemini-1=0.129  gemini-2=0.120  gemini-p=0.128  gemini-p=0.131  gpt-3.5-=0.129  gpt-4-tu=0.124  gpt-4-tu=0.134  gpt-4.5-=0.127  gpt-4o=0.126  gpt-4o-m=0.130  llama-2-=0.126  llama-2-=0.114  llama-3.=0.130  llama-3.=0.120  ministra=0.119  mistral-=0.142  mixtral-=0.127  o3-mini=0.135  qwen1.5-=0.120  text-bis=0.116
2026-04-13 11:19:59,048  INFO  [Step   53/200]  det=skip  para=0.0031  raw_rwd=0.1221Β±0.0108  rwd=0.1221
2026-04-13 11:19:59,049  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.122  gemini-1=0.120  gemini-2=0.122  gemini-p=0.112  gemini-p=0.125  gpt-3.5-=0.122  gpt-4-tu=0.130  gpt-4-tu=0.120  gpt-4.5-=0.116  gpt-4o=0.119  gpt-4o-m=0.122  llama-2-=0.122  llama-2-=0.110  llama-3.=0.124  llama-3.=0.148  ministra=0.118  mistral-=0.115  mixtral-=0.128  o3-mini=0.123  qwen1.5-=0.123  text-bis=0.105
2026-04-13 11:20:13,787  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:20:13,788  INFO  [Step   54/200]  det=skip  para=-0.0000  raw_rwd=0.1258Β±0.0101  rwd=0.1258
2026-04-13 11:20:13,788  INFO    per-gen rewards: deepseek=0.135  falcon3-=0.130  gemini-1=0.118  gemini-2=0.117  gemini-p=0.115  gemini-p=0.132  gpt-3.5-=0.125  gpt-4-tu=0.146  gpt-4-tu=0.138  gpt-4.5-=0.133  gpt-4o=0.127  gpt-4o-m=0.124  llama-2-=0.118  llama-2-=0.156  llama-3.=0.122  llama-3.=0.121  ministra=0.131  mistral-=0.127  mixtral-=0.141  o3-mini=0.124  qwen1.5-=0.119  text-bis=0.113
2026-04-13 11:20:28,507  INFO  [Step   55/200]  det=skip  para=0.0000  raw_rwd=0.1220Β±0.0097  rwd=0.1220
2026-04-13 11:20:28,507  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.135  gemini-1=0.118  gemini-2=0.121  gemini-p=0.115  gemini-p=0.114  gpt-3.5-=0.120  gpt-4-tu=0.128  gpt-4-tu=0.126  gpt-4.5-=0.111  gpt-4o=0.113  gpt-4o-m=0.128  llama-2-=0.123  llama-2-=0.115  llama-3.=0.122  llama-3.=0.138  ministra=0.119  mistral-=0.124  mixtral-=0.135  o3-mini=0.122  qwen1.5-=0.112  text-bis=0.129
2026-04-13 11:25:12,168  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:25:12,168  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:25:12,168  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:25:12,168  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:25:12,168  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:25:12,168  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:25:12,169  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:25:12,169  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:25:12,169  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:25:12,169  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:25:12,169  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:25:12,169  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:25:12,169  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:25:12,169  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:25:12,169  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:25:12,169  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:25:12,169  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:25:12,169  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:25:12,169  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:25:12,169  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:25:12,169  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:25:12,169  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:25:12,169  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:25:12,169  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:25:12,169  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:25:12,169  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:25:12,169  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 11:25:12,169  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:25:12,169  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 11:25:12,169  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:25:12,169  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 11:25:12,169  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:25:12,169  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:25:12,169  INFO    No improvement (4/25)  best=0.9960

2026-04-13 11:25:27,078  INFO  [Step   56/200]  det=skip  para=0.0101  raw_rwd=0.1267Β±0.0132  rwd=0.1267
2026-04-13 11:25:27,078  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.141  gemini-1=0.124  gemini-2=0.132  gemini-p=0.123  gemini-p=0.117  gpt-3.5-=0.118  gpt-4-tu=0.124  gpt-4-tu=0.129  gpt-4.5-=0.135  gpt-4o=0.128  gpt-4o-m=0.121  llama-2-=0.107  llama-2-=0.149  llama-3.=0.125  llama-3.=0.128  ministra=0.125  mistral-=0.127  mixtral-=0.125  o3-mini=0.134  qwen1.5-=0.126  text-bis=0.110
2026-04-13 11:25:41,558  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:25:41,558  INFO  [Step   57/200]  det=skip  para=0.0000  raw_rwd=0.1246Β±0.0103  rwd=0.1246
2026-04-13 11:25:41,559  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.122  gemini-1=0.121  gemini-2=0.124  gemini-p=0.138  gemini-p=0.133  gpt-3.5-=0.128  gpt-4-tu=0.131  gpt-4-tu=0.120  gpt-4.5-=0.129  gpt-4o=0.127  gpt-4o-m=0.125  llama-2-=0.119  llama-2-=0.108  llama-3.=0.126  llama-3.=0.122  ministra=0.117  mistral-=0.138  mixtral-=0.116  o3-mini=0.130  qwen1.5-=0.131  text-bis=0.113
2026-04-13 11:25:56,353  INFO  [Step   58/200]  det=skip  para=0.0019  raw_rwd=0.1239Β±0.0110  rwd=0.1239
2026-04-13 11:25:56,354  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.131  gemini-1=0.132  gemini-2=0.125  gemini-p=0.127  gemini-p=0.122  gpt-3.5-=0.119  gpt-4-tu=0.114  gpt-4-tu=0.111  gpt-4.5-=0.131  gpt-4o=0.126  gpt-4o-m=0.119  llama-2-=0.118  llama-2-=0.138  llama-3.=0.126  llama-3.=0.124  ministra=0.121  mistral-=0.107  mixtral-=0.134  o3-mini=0.122  qwen1.5-=0.124  text-bis=0.131
2026-04-13 11:26:10,979  INFO  [Step   59/200]  det=skip  para=0.0580  raw_rwd=0.1266Β±0.0198  rwd=0.1266
2026-04-13 11:26:10,979  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.129  gemini-1=0.125  gemini-2=0.123  gemini-p=0.121  gemini-p=0.162  gpt-3.5-=0.122  gpt-4-tu=0.102  gpt-4-tu=0.115  gpt-4.5-=0.119  gpt-4o=0.146  gpt-4o-m=0.121  llama-2-=0.125  llama-2-=0.122  llama-3.=0.119  llama-3.=0.127  ministra=0.135  mistral-=0.133  mixtral-=0.145  o3-mini=0.117  qwen1.5-=0.125  text-bis=0.134
2026-04-13 11:26:25,485  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:26:25,486  INFO  [Step   60/200]  det=skip  para=-0.0000  raw_rwd=0.1239Β±0.0100  rwd=0.1239
2026-04-13 11:26:25,486  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.115  gemini-1=0.129  gemini-2=0.121  gemini-p=0.120  gemini-p=0.121  gpt-3.5-=0.122  gpt-4-tu=0.114  gpt-4-tu=0.136  gpt-4.5-=0.138  gpt-4o=0.123  gpt-4o-m=0.122  llama-2-=0.143  llama-2-=0.134  llama-3.=0.128  llama-3.=0.128  ministra=0.126  mistral-=0.121  mixtral-=0.122  o3-mini=0.120  qwen1.5-=0.119  text-bis=0.142
2026-04-13 11:31:09,371  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:31:09,371  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:31:09,371  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:31:09,371  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:31:09,371  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:31:09,371  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:31:09,371  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:31:09,371  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:31:09,371  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:31:09,371  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:31:09,371  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:31:09,371  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:31:09,371  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:31:09,371  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:31:09,372  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:31:09,372  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:31:09,372  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:31:09,372  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:31:09,372  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:31:09,372  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:31:09,372  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:31:09,372  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:31:09,372  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:31:09,372  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:31:09,372  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:31:09,372  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:31:09,372  INFO    β”‚  article_deletion            0.9980  ~
2026-04-13 11:31:09,372  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:31:09,372  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 11:31:09,372  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:31:09,372  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 11:31:09,372  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:31:09,372  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:31:09,372  INFO    No improvement (5/25)  best=0.9960

2026-04-13 11:31:24,107  INFO  [Step   61/200]  det=skip  para=0.0089  raw_rwd=0.1257Β±0.0107  rwd=0.1257
2026-04-13 11:31:24,107  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.131  gemini-1=0.121  gemini-2=0.124  gemini-p=0.136  gemini-p=0.130  gpt-3.5-=0.131  gpt-4-tu=0.108  gpt-4-tu=0.125  gpt-4.5-=0.124  gpt-4o=0.128  gpt-4o-m=0.126  llama-2-=0.126  llama-2-=0.114  llama-3.=0.124  llama-3.=0.121  ministra=0.125  mistral-=0.130  mixtral-=0.128  o3-mini=0.120  qwen1.5-=0.117  text-bis=0.141
2026-04-13 11:31:38,560  INFO  [Step   62/200]  det=skip  para=0.0007  raw_rwd=0.1243Β±0.0108  rwd=0.1243
2026-04-13 11:31:38,560  INFO    per-gen rewards: deepseek=0.129  falcon3-=0.127  gemini-1=0.127  gemini-2=0.118  gemini-p=0.139  gemini-p=0.157  gpt-3.5-=0.125  gpt-4-tu=0.109  gpt-4-tu=0.116  gpt-4.5-=0.123  gpt-4o=0.126  gpt-4o-m=0.128  llama-2-=0.146  llama-2-=0.134  llama-3.=0.122  llama-3.=0.121  ministra=0.120  mistral-=0.121  mixtral-=0.131  o3-mini=0.118  qwen1.5-=0.111  text-bis=0.117
2026-04-13 11:31:53,063  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:31:53,064  INFO  [Step   63/200]  det=skip  para=-0.0000  raw_rwd=0.1269Β±0.0113  rwd=0.1269
2026-04-13 11:31:53,064  INFO    per-gen rewards: deepseek=0.129  falcon3-=0.130  gemini-1=0.128  gemini-2=0.125  gemini-p=0.114  gemini-p=0.140  gpt-3.5-=0.130  gpt-4-tu=0.109  gpt-4-tu=0.128  gpt-4.5-=0.121  gpt-4o=0.131  gpt-4o-m=0.123  llama-2-=0.128  llama-2-=0.127  llama-3.=0.133  llama-3.=0.121  ministra=0.129  mistral-=0.111  mixtral-=0.132  o3-mini=0.121  qwen1.5-=0.121  text-bis=0.123
2026-04-13 11:32:07,539  INFO  [Step   64/200]  det=skip  para=0.0000  raw_rwd=0.1236Β±0.0116  rwd=0.1236
2026-04-13 11:32:07,539  INFO    per-gen rewards: deepseek=0.134  falcon3-=0.123  gemini-1=0.118  gemini-2=0.132  gemini-p=0.122  gemini-p=0.117  gpt-3.5-=0.119  gpt-4-tu=0.125  gpt-4-tu=0.109  gpt-4.5-=0.110  gpt-4o=0.119  gpt-4o-m=0.124  llama-2-=0.146  llama-2-=0.123  llama-3.=0.121  llama-3.=0.114  ministra=0.128  mistral-=0.124  mixtral-=0.125  o3-mini=0.127  qwen1.5-=0.139  text-bis=0.104
2026-04-13 11:32:22,299  INFO  [Step   65/200]  det=skip  para=0.0514  raw_rwd=0.1239Β±0.0192  rwd=0.1239
2026-04-13 11:32:22,299  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.121  gemini-1=0.123  gemini-2=0.114  gemini-p=0.143  gemini-p=0.127  gpt-3.5-=0.120  gpt-4-tu=0.108  gpt-4-tu=0.105  gpt-4.5-=0.113  gpt-4o=0.120  gpt-4o-m=0.130  llama-2-=0.111  llama-2-=0.136  llama-3.=0.125  llama-3.=0.107  ministra=0.149  mistral-=0.120  mixtral-=0.124  o3-mini=0.131  qwen1.5-=0.117  text-bis=0.118
2026-04-13 11:37:05,949  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:37:05,949  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:37:05,949  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:37:05,949  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:37:05,949  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:37:05,949  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:37:05,949  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:37:05,949  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:37:05,949  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:37:05,949  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:37:05,949  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:37:05,949  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:37:05,949  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:37:05,949  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:37:05,950  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:37:05,950  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:37:05,950  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:37:05,950  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:37:05,950  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:37:05,950  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:37:05,950  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:37:05,950  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:37:05,950  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:37:05,950  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:37:05,950  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:37:05,950  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:37:05,950  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 11:37:05,950  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:37:05,950  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 11:37:05,950  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:37:05,950  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 11:37:05,950  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:37:05,950  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:37:05,950  INFO    No improvement (6/25)  best=0.9960

2026-04-13 11:37:20,883  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:37:20,883  INFO  [Step   66/200]  det=skip  para=-0.0000  raw_rwd=0.1258Β±0.0113  rwd=0.1258
2026-04-13 11:37:20,883  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.127  gemini-1=0.144  gemini-2=0.128  gemini-p=0.128  gemini-p=0.116  gpt-3.5-=0.121  gpt-4-tu=0.111  gpt-4-tu=0.113  gpt-4.5-=0.128  gpt-4o=0.126  gpt-4o-m=0.122  llama-2-=0.121  llama-2-=0.102  llama-3.=0.122  llama-3.=0.128  ministra=0.121  mistral-=0.118  mixtral-=0.129  o3-mini=0.130  qwen1.5-=0.140  text-bis=0.123
2026-04-13 11:37:35,515  INFO  [Step   67/200]  det=skip  para=0.0101  raw_rwd=0.1255Β±0.0129  rwd=0.1255
2026-04-13 11:37:35,515  INFO    per-gen rewards: deepseek=0.139  falcon3-=0.126  gemini-1=0.123  gemini-2=0.124  gemini-p=0.112  gemini-p=0.103  gpt-3.5-=0.133  gpt-4-tu=0.123  gpt-4-tu=0.134  gpt-4.5-=0.143  gpt-4o=0.126  gpt-4o-m=0.119  llama-2-=0.123  llama-2-=0.119  llama-3.=0.125  llama-3.=0.125  ministra=0.120  mistral-=0.119  mixtral-=0.120  o3-mini=0.128  qwen1.5-=0.130  text-bis=0.131
2026-04-13 11:37:50,185  INFO  [Step   68/200]  det=skip  para=-0.0000  raw_rwd=0.1233Β±0.0095  rwd=0.1233
2026-04-13 11:37:50,186  INFO    per-gen rewards: deepseek=0.129  falcon3-=0.129  gemini-1=0.122  gemini-2=0.116  gemini-p=0.132  gemini-p=0.135  gpt-3.5-=0.120  gpt-4-tu=0.122  gpt-4-tu=0.123  gpt-4.5-=0.122  gpt-4o=0.120  gpt-4o-m=0.133  llama-2-=0.115  llama-2-=0.134  llama-3.=0.122  llama-3.=0.127  ministra=0.126  mistral-=0.112  mixtral-=0.123  o3-mini=0.117  qwen1.5-=0.121  text-bis=0.113
2026-04-13 11:38:05,105  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:38:05,106  INFO  [Step   69/200]  det=skip  para=-0.0000  raw_rwd=0.1244Β±0.0101  rwd=0.1244
2026-04-13 11:38:05,106  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.133  gemini-1=0.121  gemini-2=0.122  gemini-p=0.134  gemini-p=0.128  gpt-3.5-=0.130  gpt-4-tu=0.127  gpt-4-tu=0.118  gpt-4.5-=0.129  gpt-4o=0.127  gpt-4o-m=0.123  llama-2-=0.109  llama-2-=0.105  llama-3.=0.128  llama-3.=0.137  ministra=0.125  mistral-=0.112  mixtral-=0.122  o3-mini=0.116  qwen1.5-=0.133  text-bis=0.122
2026-04-13 11:38:19,747  INFO  [Step   70/200]  det=skip  para=0.0005  raw_rwd=0.1252Β±0.0113  rwd=0.1252
2026-04-13 11:38:19,748  INFO    per-gen rewards: deepseek=0.116  falcon3-=0.133  gemini-1=0.127  gemini-2=0.131  gemini-p=0.118  gemini-p=0.118  gpt-3.5-=0.124  gpt-4-tu=0.114  gpt-4-tu=0.133  gpt-4.5-=0.118  gpt-4o=0.121  gpt-4o-m=0.120  llama-2-=0.126  llama-2-=0.135  llama-3.=0.118  llama-3.=0.124  ministra=0.138  mistral-=0.132  mixtral-=0.120  o3-mini=0.129  qwen1.5-=0.132  text-bis=0.121
2026-04-13 11:43:03,652  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:43:03,652  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:43:03,652  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:43:03,652  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:43:03,652  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:43:03,652  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:43:03,652  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:43:03,652  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:43:03,652  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:43:03,652  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:43:03,652  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:43:03,653  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:43:03,653  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:43:03,653  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:43:03,653  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:43:03,653  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:43:03,653  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:43:03,653  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:43:03,653  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:43:03,653  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:43:03,653  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:43:03,653  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:43:03,653  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:43:03,653  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:43:03,653  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:43:03,653  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:43:03,653  INFO    β”‚  article_deletion            0.9983  ~
2026-04-13 11:43:03,653  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:43:03,653  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 11:43:03,653  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:43:03,653  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:43:03,653  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:43:03,653  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:43:03,653  INFO    No improvement (7/25)  best=0.9960

2026-04-13 11:43:18,416  INFO  [Step   71/200]  det=skip  para=0.0000  raw_rwd=0.1227Β±0.0100  rwd=0.1227
2026-04-13 11:43:18,416  INFO    per-gen rewards: deepseek=0.129  falcon3-=0.111  gemini-1=0.118  gemini-2=0.121  gemini-p=0.123  gemini-p=0.146  gpt-3.5-=0.124  gpt-4-tu=0.122  gpt-4-tu=0.127  gpt-4.5-=0.125  gpt-4o=0.128  gpt-4o-m=0.124  llama-2-=0.121  llama-2-=0.120  llama-3.=0.120  llama-3.=0.108  ministra=0.122  mistral-=0.115  mixtral-=0.122  o3-mini=0.122  qwen1.5-=0.146  text-bis=0.134
2026-04-13 11:43:32,826  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:43:32,826  INFO  [Step   72/200]  det=skip  para=0.0050  raw_rwd=0.1232Β±0.0125  rwd=0.1232
2026-04-13 11:43:32,826  INFO    per-gen rewards: deepseek=0.132  falcon3-=0.126  gemini-1=0.121  gemini-2=0.113  gemini-p=0.145  gemini-p=0.099  gpt-3.5-=0.130  gpt-4-tu=0.126  gpt-4-tu=0.129  gpt-4.5-=0.136  gpt-4o=0.128  gpt-4o-m=0.121  llama-2-=0.122  llama-2-=0.123  llama-3.=0.123  llama-3.=0.121  ministra=0.121  mistral-=0.111  mixtral-=0.134  o3-mini=0.116  qwen1.5-=0.115  text-bis=0.117
2026-04-13 11:43:47,386  INFO  [Step   73/200]  det=skip  para=-0.0000  raw_rwd=0.1246Β±0.0098  rwd=0.1246
2026-04-13 11:43:47,386  INFO    per-gen rewards: deepseek=0.117  falcon3-=0.126  gemini-1=0.127  gemini-2=0.126  gemini-p=0.124  gemini-p=0.134  gpt-3.5-=0.122  gpt-4-tu=0.116  gpt-4-tu=0.135  gpt-4.5-=0.126  gpt-4o=0.125  gpt-4o-m=0.126  llama-2-=0.118  llama-2-=0.134  llama-3.=0.128  llama-3.=0.126  ministra=0.123  mistral-=0.117  mixtral-=0.126  o3-mini=0.121  qwen1.5-=0.121  text-bis=0.132
2026-04-13 11:44:01,979  INFO  [Step   74/200]  det=skip  para=0.0070  raw_rwd=0.1266Β±0.0136  rwd=0.1266
2026-04-13 11:44:01,979  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.118  gemini-1=0.127  gemini-2=0.120  gemini-p=0.139  gemini-p=0.120  gpt-3.5-=0.133  gpt-4-tu=0.129  gpt-4-tu=0.126  gpt-4.5-=0.114  gpt-4o=0.128  gpt-4o-m=0.125  llama-2-=0.112  llama-2-=0.118  llama-3.=0.129  llama-3.=0.127  ministra=0.132  mistral-=0.111  mixtral-=0.135  o3-mini=0.136  qwen1.5-=0.111  text-bis=0.106
2026-04-13 11:44:16,901  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:44:16,901  INFO  [Step   75/200]  det=skip  para=0.0006  raw_rwd=0.1255Β±0.0129  rwd=0.1255
2026-04-13 11:44:16,901  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.122  gemini-1=0.120  gemini-2=0.120  gemini-p=0.141  gemini-p=0.120  gpt-3.5-=0.126  gpt-4-tu=0.139  gpt-4-tu=0.115  gpt-4.5-=0.127  gpt-4o=0.128  gpt-4o-m=0.124  llama-2-=0.120  llama-2-=0.141  llama-3.=0.130  llama-3.=0.125  ministra=0.118  mistral-=0.113  mixtral-=0.131  o3-mini=0.139  qwen1.5-=0.121  text-bis=0.132
2026-04-13 11:49:00,238  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:49:00,238  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:49:00,238  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:49:00,238  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:49:00,238  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:49:00,238  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:49:00,238  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:49:00,238  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:49:00,238  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:49:00,239  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:49:00,239  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:49:00,239  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:49:00,239  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:49:00,239  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:49:00,239  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:49:00,239  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:49:00,239  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:49:00,239  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:49:00,239  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:49:00,239  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:49:00,239  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:49:00,239  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:49:00,239  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:49:00,239  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:49:00,239  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:49:00,239  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:49:00,239  INFO    β”‚  article_deletion            0.9983  ~
2026-04-13 11:49:00,239  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:49:00,239  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 11:49:00,239  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:49:00,239  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:49:00,239  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:49:00,239  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:49:00,239  INFO    No improvement (8/25)  best=0.9960

2026-04-13 11:49:15,149  INFO  [Step   76/200]  det=skip  para=0.0610  raw_rwd=0.1283Β±0.0226  rwd=0.1283
2026-04-13 11:49:15,150  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.116  gemini-1=0.124  gemini-2=0.116  gemini-p=0.128  gemini-p=0.129  gpt-3.5-=0.124  gpt-4-tu=0.126  gpt-4-tu=0.150  gpt-4.5-=0.126  gpt-4o=0.137  gpt-4o-m=0.124  llama-2-=0.123  llama-2-=0.121  llama-3.=0.124  llama-3.=0.129  ministra=0.157  mistral-=0.132  mixtral-=0.147  o3-mini=0.131  qwen1.5-=0.117  text-bis=0.122
2026-04-13 11:49:29,826  INFO  [Step   77/200]  det=skip  para=0.0000  raw_rwd=0.1232Β±0.0108  rwd=0.1232
2026-04-13 11:49:29,827  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.120  gemini-1=0.121  gemini-2=0.128  gemini-p=0.131  gemini-p=0.132  gpt-3.5-=0.120  gpt-4-tu=0.122  gpt-4-tu=0.130  gpt-4.5-=0.114  gpt-4o=0.123  gpt-4o-m=0.116  llama-2-=0.132  llama-2-=0.152  llama-3.=0.126  llama-3.=0.129  ministra=0.125  mistral-=0.118  mixtral-=0.115  o3-mini=0.125  qwen1.5-=0.118  text-bis=0.124
2026-04-13 11:49:44,612  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:49:44,612  INFO  [Step   78/200]  det=skip  para=-0.0000  raw_rwd=0.1236Β±0.0117  rwd=0.1236
2026-04-13 11:49:44,612  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.121  gemini-1=0.125  gemini-2=0.117  gemini-p=0.119  gemini-p=0.123  gpt-3.5-=0.125  gpt-4-tu=0.123  gpt-4-tu=0.138  gpt-4.5-=0.129  gpt-4o=0.125  gpt-4o-m=0.122  llama-2-=0.116  llama-2-=0.139  llama-3.=0.122  llama-3.=0.120  ministra=0.133  mistral-=0.098  mixtral-=0.130  o3-mini=0.122  qwen1.5-=0.138  text-bis=0.131
2026-04-13 11:49:59,234  INFO  [Step   79/200]  det=skip  para=-0.0000  raw_rwd=0.1239Β±0.0111  rwd=0.1239
2026-04-13 11:49:59,234  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.123  gemini-1=0.125  gemini-2=0.115  gemini-p=0.118  gemini-p=0.126  gpt-3.5-=0.122  gpt-4-tu=0.128  gpt-4-tu=0.110  gpt-4.5-=0.110  gpt-4o=0.122  gpt-4o-m=0.135  llama-2-=0.132  llama-2-=0.128  llama-3.=0.126  llama-3.=0.111  ministra=0.128  mistral-=0.122  mixtral-=0.114  o3-mini=0.127  qwen1.5-=0.124  text-bis=0.109
2026-04-13 11:50:13,802  INFO  [Step   80/200]  det=skip  para=0.0000  raw_rwd=0.1232Β±0.0112  rwd=0.1232
2026-04-13 11:50:13,803  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.119  gemini-1=0.125  gemini-2=0.120  gemini-p=0.124  gemini-p=0.141  gpt-3.5-=0.123  gpt-4-tu=0.133  gpt-4-tu=0.123  gpt-4.5-=0.112  gpt-4o=0.130  gpt-4o-m=0.124  llama-2-=0.124  llama-2-=0.104  llama-3.=0.121  llama-3.=0.130  ministra=0.121  mistral-=0.107  mixtral-=0.137  o3-mini=0.120  qwen1.5-=0.110  text-bis=0.139
2026-04-13 11:54:56,946  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 11:54:56,946  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 11:54:56,947  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 11:54:56,947  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 11:54:56,947  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 11:54:56,947  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 11:54:56,947  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 11:54:56,947  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 11:54:56,947  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 11:54:56,947  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 11:54:56,947  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 11:54:56,947  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 11:54:56,947  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 11:54:56,947  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 11:54:56,947  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 11:54:56,947  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 11:54:56,947  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 11:54:56,947  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 11:54:56,947  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 11:54:56,947  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 11:54:56,947  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 11:54:56,947  INFO    β”‚  o3-mini                     0.9999
2026-04-13 11:54:56,947  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 11:54:56,947  INFO    β”‚  text-bison-002              0.9992
2026-04-13 11:54:56,947  INFO    β”‚  (prev best)                  0.9960
2026-04-13 11:54:56,947  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 11:54:56,947  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 11:54:56,947  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 11:54:56,947  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 11:54:56,947  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 11:54:56,947  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 11:54:56,947  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 11:54:56,947  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 11:54:56,947  INFO    No improvement (9/25)  best=0.9960

2026-04-13 11:55:11,679  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:55:11,680  INFO  [Step   81/200]  det=skip  para=0.0000  raw_rwd=0.1225Β±0.0109  rwd=0.1225
2026-04-13 11:55:11,680  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.120  gemini-1=0.120  gemini-2=0.127  gemini-p=0.152  gemini-p=0.121  gpt-3.5-=0.127  gpt-4-tu=0.131  gpt-4-tu=0.136  gpt-4.5-=0.109  gpt-4o=0.117  gpt-4o-m=0.119  llama-2-=0.111  llama-2-=0.132  llama-3.=0.118  llama-3.=0.116  ministra=0.128  mistral-=0.114  mixtral-=0.124  o3-mini=0.125  qwen1.5-=0.126  text-bis=0.113
2026-04-13 11:55:26,395  INFO  [Step   82/200]  det=skip  para=-0.0000  raw_rwd=0.1243Β±0.0112  rwd=0.1243
2026-04-13 11:55:26,395  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.128  gemini-1=0.122  gemini-2=0.126  gemini-p=0.138  gemini-p=0.140  gpt-3.5-=0.128  gpt-4-tu=0.140  gpt-4-tu=0.115  gpt-4.5-=0.127  gpt-4o=0.121  gpt-4o-m=0.118  llama-2-=0.115  llama-2-=0.148  llama-3.=0.118  llama-3.=0.131  ministra=0.121  mistral-=0.121  mixtral-=0.126  o3-mini=0.125  qwen1.5-=0.120  text-bis=0.133
2026-04-13 11:55:40,857  INFO  [Step   83/200]  det=skip  para=0.0000  raw_rwd=0.1228Β±0.0123  rwd=0.1228
2026-04-13 11:55:40,858  INFO    per-gen rewards: deepseek=0.120  falcon3-=0.134  gemini-1=0.118  gemini-2=0.117  gemini-p=0.116  gemini-p=0.146  gpt-3.5-=0.123  gpt-4-tu=0.140  gpt-4-tu=0.131  gpt-4.5-=0.118  gpt-4o=0.118  gpt-4o-m=0.117  llama-2-=0.142  llama-2-=0.126  llama-3.=0.122  llama-3.=0.141  ministra=0.116  mistral-=0.134  mixtral-=0.115  o3-mini=0.124  qwen1.5-=0.119  text-bis=0.140
2026-04-13 11:55:55,609  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 11:55:55,609  INFO  [Step   84/200]  det=skip  para=0.0606  raw_rwd=0.1280Β±0.0237  rwd=0.1280
2026-04-13 11:55:55,609  INFO    per-gen rewards: deepseek=0.125  falcon3-=0.130  gemini-1=0.132  gemini-2=0.127  gemini-p=0.145  gemini-p=0.110  gpt-3.5-=0.128  gpt-4-tu=0.134  gpt-4-tu=0.132  gpt-4.5-=0.113  gpt-4o=0.120  gpt-4o-m=0.157  llama-2-=0.135  llama-2-=0.113  llama-3.=0.126  llama-3.=0.119  ministra=0.127  mistral-=0.122  mixtral-=0.102  o3-mini=0.119  qwen1.5-=0.128  text-bis=0.122
2026-04-13 11:56:10,223  INFO  [Step   85/200]  det=skip  para=0.0056  raw_rwd=0.1250Β±0.0122  rwd=0.1250
2026-04-13 11:56:10,224  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.126  gemini-1=0.121  gemini-2=0.126  gemini-p=0.119  gemini-p=0.147  gpt-3.5-=0.125  gpt-4-tu=0.115  gpt-4-tu=0.123  gpt-4.5-=0.155  gpt-4o=0.129  gpt-4o-m=0.123  llama-2-=0.108  llama-2-=0.110  llama-3.=0.128  llama-3.=0.125  ministra=0.121  mistral-=0.141  mixtral-=0.126  o3-mini=0.132  qwen1.5-=0.108  text-bis=0.125
2026-04-13 12:00:55,330  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:00:55,330  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:00:55,330  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:00:55,330  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:00:55,330  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:00:55,330  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:00:55,330  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:00:55,330  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:00:55,330  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:00:55,330  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:00:55,330  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:00:55,330  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:00:55,330  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:00:55,330  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:00:55,330  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:00:55,330  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:00:55,330  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:00:55,330  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:00:55,331  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:00:55,331  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:00:55,331  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:00:55,331  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:00:55,331  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:00:55,331  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:00:55,331  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:00:55,331  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:00:55,331  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 12:00:55,331  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:00:55,331  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 12:00:55,331  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:00:55,331  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:00:55,331  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:00:55,331  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:00:55,331  INFO    No improvement (10/25)  best=0.9960

2026-04-13 12:01:10,468  INFO  [Step   86/200]  det=skip  para=0.0186  raw_rwd=0.1236Β±0.0124  rwd=0.1236
2026-04-13 12:01:10,468  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.123  gemini-1=0.122  gemini-2=0.117  gemini-p=0.119  gemini-p=0.134  gpt-3.5-=0.118  gpt-4-tu=0.122  gpt-4-tu=0.148  gpt-4.5-=0.143  gpt-4o=0.121  gpt-4o-m=0.117  llama-2-=0.168  llama-2-=0.131  llama-3.=0.127  llama-3.=0.138  ministra=0.123  mistral-=0.124  mixtral-=0.137  o3-mini=0.121  qwen1.5-=0.130  text-bis=0.122
2026-04-13 12:01:25,285  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:01:25,286  INFO  [Step   87/200]  det=skip  para=0.0057  raw_rwd=0.1254Β±0.0127  rwd=0.1254
2026-04-13 12:01:25,286  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.125  gemini-1=0.129  gemini-2=0.125  gemini-p=0.137  gemini-p=0.117  gpt-3.5-=0.118  gpt-4-tu=0.131  gpt-4-tu=0.142  gpt-4.5-=0.117  gpt-4o=0.122  gpt-4o-m=0.123  llama-2-=0.107  llama-2-=0.136  llama-3.=0.128  llama-3.=0.127  ministra=0.124  mistral-=0.125  mixtral-=0.150  o3-mini=0.130  qwen1.5-=0.142  text-bis=0.118
2026-04-13 12:01:40,180  INFO  [Step   88/200]  det=skip  para=0.0021  raw_rwd=0.1250Β±0.0119  rwd=0.1250
2026-04-13 12:01:40,180  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.125  gemini-1=0.130  gemini-2=0.126  gemini-p=0.136  gemini-p=0.135  gpt-3.5-=0.119  gpt-4-tu=0.144  gpt-4-tu=0.123  gpt-4.5-=0.130  gpt-4o=0.121  gpt-4o-m=0.126  llama-2-=0.127  llama-2-=0.130  llama-3.=0.121  llama-3.=0.119  ministra=0.119  mistral-=0.140  mixtral-=0.135  o3-mini=0.126  qwen1.5-=0.116  text-bis=0.160
2026-04-13 12:01:55,001  INFO  [Step   89/200]  det=skip  para=0.0000  raw_rwd=0.1281Β±0.0092  rwd=0.1281
2026-04-13 12:01:55,001  INFO    per-gen rewards: deepseek=0.129  falcon3-=0.129  gemini-1=0.122  gemini-2=0.122  gemini-p=0.121  gemini-p=0.125  gpt-3.5-=0.132  gpt-4-tu=0.129  gpt-4-tu=0.147  gpt-4.5-=0.139  gpt-4o=0.125  gpt-4o-m=0.129  llama-2-=0.121  llama-2-=0.112  llama-3.=0.123  llama-3.=0.143  ministra=0.131  mistral-=0.128  mixtral-=0.132  o3-mini=0.130  qwen1.5-=0.142  text-bis=0.125
2026-04-13 12:02:10,222  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:02:10,223  INFO  [Step   90/200]  det=skip  para=-0.0000  raw_rwd=0.1252Β±0.0119  rwd=0.1252
2026-04-13 12:02:10,223  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.133  gemini-1=0.132  gemini-2=0.130  gemini-p=0.139  gemini-p=0.144  gpt-3.5-=0.128  gpt-4-tu=0.117  gpt-4-tu=0.118  gpt-4.5-=0.113  gpt-4o=0.123  gpt-4o-m=0.121  llama-2-=0.123  llama-2-=0.129  llama-3.=0.124  llama-3.=0.113  ministra=0.114  mistral-=0.119  mixtral-=0.132  o3-mini=0.126  qwen1.5-=0.128  text-bis=0.132
2026-04-13 12:06:54,880  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:06:54,880  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:06:54,880  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:06:54,880  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:06:54,880  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:06:54,880  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:06:54,880  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:06:54,880  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:06:54,880  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:06:54,880  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:06:54,880  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:06:54,880  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:06:54,880  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:06:54,880  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:06:54,880  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:06:54,880  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:06:54,880  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:06:54,880  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:06:54,880  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:06:54,880  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:06:54,880  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:06:54,880  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:06:54,880  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:06:54,881  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:06:54,881  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:06:54,881  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:06:54,881  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:06:54,881  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:06:54,881  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 12:06:54,881  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:06:54,881  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 12:06:54,881  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:06:54,881  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:06:54,881  INFO    No improvement (11/25)  best=0.9960

2026-04-13 12:07:09,705  INFO  [Step   91/200]  det=skip  para=0.0640  raw_rwd=0.1266Β±0.0253  rwd=0.1266
2026-04-13 12:07:09,705  INFO    per-gen rewards: deepseek=0.120  falcon3-=0.119  gemini-1=0.123  gemini-2=0.126  gemini-p=0.307  gemini-p=0.121  gpt-3.5-=0.129  gpt-4-tu=0.136  gpt-4-tu=0.130  gpt-4.5-=0.129  gpt-4o=0.122  gpt-4o-m=0.122  llama-2-=0.128  llama-2-=0.120  llama-3.=0.121  llama-3.=0.119  ministra=0.133  mistral-=0.130  mixtral-=0.115  o3-mini=0.119  qwen1.5-=0.114  text-bis=0.130
2026-04-13 12:07:24,200  INFO  [Step   92/200]  det=skip  para=0.0653  raw_rwd=0.1265Β±0.0240  rwd=0.1265
2026-04-13 12:07:24,200  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.120  gemini-1=0.122  gemini-2=0.123  gemini-p=0.121  gemini-p=0.116  gpt-3.5-=0.125  gpt-4-tu=0.125  gpt-4-tu=0.135  gpt-4.5-=0.124  gpt-4o=0.126  gpt-4o-m=0.124  llama-2-=0.123  llama-2-=0.114  llama-3.=0.125  llama-3.=0.118  ministra=0.126  mistral-=0.112  mixtral-=0.113  o3-mini=0.163  qwen1.5-=0.128  text-bis=0.118
2026-04-13 12:07:38,647  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:07:38,648  INFO  [Step   93/200]  det=skip  para=0.0036  raw_rwd=0.1240Β±0.0113  rwd=0.1240
2026-04-13 12:07:38,648  INFO    per-gen rewards: deepseek=0.114  falcon3-=0.129  gemini-1=0.120  gemini-2=0.124  gemini-p=0.131  gemini-p=0.116  gpt-3.5-=0.120  gpt-4-tu=0.119  gpt-4-tu=0.117  gpt-4.5-=0.116  gpt-4o=0.125  gpt-4o-m=0.128  llama-2-=0.126  llama-2-=0.131  llama-3.=0.126  llama-3.=0.116  ministra=0.131  mistral-=0.134  mixtral-=0.106  o3-mini=0.127  qwen1.5-=0.126  text-bis=0.136
2026-04-13 12:07:53,143  INFO  [Step   94/200]  det=skip  para=0.0000  raw_rwd=0.1238Β±0.0114  rwd=0.1238
2026-04-13 12:07:53,143  INFO    per-gen rewards: deepseek=0.131  falcon3-=0.128  gemini-1=0.132  gemini-2=0.117  gemini-p=0.127  gemini-p=0.127  gpt-3.5-=0.116  gpt-4-tu=0.110  gpt-4-tu=0.122  gpt-4.5-=0.104  gpt-4o=0.132  gpt-4o-m=0.128  llama-2-=0.126  llama-2-=0.111  llama-3.=0.127  llama-3.=0.115  ministra=0.115  mistral-=0.106  mixtral-=0.140  o3-mini=0.125  qwen1.5-=0.122  text-bis=0.127
2026-04-13 12:08:08,144  INFO  [Step   95/200]  det=skip  para=0.0000  raw_rwd=0.1253Β±0.0117  rwd=0.1253
2026-04-13 12:08:08,145  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.122  gemini-1=0.120  gemini-2=0.120  gemini-p=0.132  gemini-p=0.142  gpt-3.5-=0.120  gpt-4-tu=0.129  gpt-4-tu=0.132  gpt-4.5-=0.122  gpt-4o=0.119  gpt-4o-m=0.120  llama-2-=0.125  llama-2-=0.129  llama-3.=0.136  llama-3.=0.124  ministra=0.130  mistral-=0.126  mixtral-=0.124  o3-mini=0.144  qwen1.5-=0.122  text-bis=0.126
2026-04-13 12:12:52,429  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:12:52,429  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:12:52,429  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:12:52,429  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:12:52,429  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:12:52,429  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:12:52,429  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:12:52,429  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:12:52,429  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:12:52,429  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:12:52,429  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:12:52,429  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:12:52,429  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:12:52,429  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:12:52,429  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:12:52,429  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:12:52,429  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:12:52,429  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:12:52,429  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:12:52,429  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:12:52,429  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:12:52,430  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:12:52,430  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:12:52,430  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:12:52,430  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:12:52,430  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:12:52,430  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:12:52,430  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:12:52,430  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 12:12:52,430  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:12:52,430  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:12:52,430  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:12:52,430  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:12:52,430  INFO    No improvement (12/25)  best=0.9960

2026-04-13 12:13:07,242  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:13:07,243  INFO  [Step   96/200]  det=skip  para=0.0019  raw_rwd=0.1251Β±0.0110  rwd=0.1251
2026-04-13 12:13:07,243  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.137  gemini-1=0.123  gemini-2=0.130  gemini-p=0.115  gemini-p=0.128  gpt-3.5-=0.129  gpt-4-tu=0.130  gpt-4-tu=0.109  gpt-4.5-=0.115  gpt-4o=0.123  gpt-4o-m=0.121  llama-2-=0.107  llama-2-=0.128  llama-3.=0.120  llama-3.=0.115  ministra=0.132  mistral-=0.131  mixtral-=0.138  o3-mini=0.130  qwen1.5-=0.122  text-bis=0.111
2026-04-13 12:13:21,757  INFO  [Step   97/200]  det=skip  para=-0.0000  raw_rwd=0.1266Β±0.0126  rwd=0.1266
2026-04-13 12:13:21,757  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.121  gemini-1=0.133  gemini-2=0.118  gemini-p=0.143  gemini-p=0.112  gpt-3.5-=0.128  gpt-4-tu=0.123  gpt-4-tu=0.126  gpt-4.5-=0.128  gpt-4o=0.129  gpt-4o-m=0.125  llama-2-=0.124  llama-2-=0.119  llama-3.=0.133  llama-3.=0.132  ministra=0.119  mistral-=0.121  mixtral-=0.133  o3-mini=0.125  qwen1.5-=0.153  text-bis=0.131
2026-04-13 12:13:36,314  INFO  [Step   98/200]  det=skip  para=0.0624  raw_rwd=0.1302Β±0.0251  rwd=0.1302
2026-04-13 12:13:36,314  INFO    per-gen rewards: deepseek=0.132  falcon3-=0.127  gemini-1=0.118  gemini-2=0.128  gemini-p=0.116  gemini-p=0.128  gpt-3.5-=0.156  gpt-4-tu=0.128  gpt-4-tu=0.121  gpt-4.5-=0.150  gpt-4o=0.133  gpt-4o-m=0.127  llama-2-=0.133  llama-2-=0.129  llama-3.=0.124  llama-3.=0.122  ministra=0.124  mistral-=0.143  mixtral-=0.141  o3-mini=0.131  qwen1.5-=0.109  text-bis=0.133
2026-04-13 12:13:50,828  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:13:50,828  INFO  [Step   99/200]  det=skip  para=0.0009  raw_rwd=0.1236Β±0.0104  rwd=0.1236
2026-04-13 12:13:50,828  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.118  gemini-1=0.124  gemini-2=0.124  gemini-p=0.126  gemini-p=0.108  gpt-3.5-=0.126  gpt-4-tu=0.126  gpt-4-tu=0.120  gpt-4.5-=0.119  gpt-4o=0.121  gpt-4o-m=0.127  llama-2-=0.138  llama-2-=0.129  llama-3.=0.120  llama-3.=0.144  ministra=0.123  mistral-=0.110  mixtral-=0.134  o3-mini=0.126  qwen1.5-=0.116  text-bis=0.127
2026-04-13 12:14:05,147  INFO  [Step  100/200]  det=skip  para=0.0006  raw_rwd=0.1251Β±0.0105  rwd=0.1251
2026-04-13 12:14:05,147  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.117  gemini-1=0.125  gemini-2=0.132  gemini-p=0.123  gemini-p=0.127  gpt-3.5-=0.120  gpt-4-tu=0.117  gpt-4-tu=0.119  gpt-4.5-=0.131  gpt-4o=0.123  gpt-4o-m=0.132  llama-2-=0.126  llama-2-=0.143  llama-3.=0.126  llama-3.=0.121  ministra=0.122  mistral-=0.121  mixtral-=0.123  o3-mini=0.130  qwen1.5-=0.115  text-bis=0.117
2026-04-13 12:18:48,453  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:18:48,453  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:18:48,453  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:18:48,453  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:18:48,453  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:18:48,453  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:18:48,453  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:18:48,453  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:18:48,453  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:18:48,453  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:18:48,453  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:18:48,453  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:18:48,453  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:18:48,453  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:18:48,453  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:18:48,453  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:18:48,454  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:18:48,454  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:18:48,454  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:18:48,454  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:18:48,454  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:18:48,454  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:18:48,454  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:18:48,454  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:18:48,454  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:18:48,454  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:18:48,454  INFO    β”‚  article_deletion            0.9984  ~
2026-04-13 12:18:48,454  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:18:48,454  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 12:18:48,454  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:18:48,454  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:18:48,454  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:18:48,454  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:18:48,454  INFO    No improvement (13/25)  best=0.9960

2026-04-13 12:19:03,261  INFO  [Step  101/200]  det=skip  para=0.0028  raw_rwd=0.1272Β±0.0129  rwd=0.1272
2026-04-13 12:19:03,261  INFO    per-gen rewards: deepseek=0.117  falcon3-=0.123  gemini-1=0.128  gemini-2=0.130  gemini-p=0.129  gemini-p=0.118  gpt-3.5-=0.126  gpt-4-tu=0.130  gpt-4-tu=0.122  gpt-4.5-=0.124  gpt-4o=0.122  gpt-4o-m=0.130  llama-2-=0.146  llama-2-=0.133  llama-3.=0.128  llama-3.=0.144  ministra=0.130  mistral-=0.115  mixtral-=0.121  o3-mini=0.130  qwen1.5-=0.148  text-bis=0.109
2026-04-13 12:19:17,941  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:19:17,942  INFO  [Step  102/200]  det=skip  para=-0.0000  raw_rwd=0.1271Β±0.0110  rwd=0.1271
2026-04-13 12:19:17,942  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.126  gemini-1=0.132  gemini-2=0.123  gemini-p=0.100  gemini-p=0.145  gpt-3.5-=0.131  gpt-4-tu=0.131  gpt-4-tu=0.144  gpt-4.5-=0.122  gpt-4o=0.126  gpt-4o-m=0.135  llama-2-=0.141  llama-2-=0.129  llama-3.=0.126  llama-3.=0.136  ministra=0.124  mistral-=0.120  mixtral-=0.118  o3-mini=0.119  qwen1.5-=0.134  text-bis=0.125
2026-04-13 12:19:32,983  INFO  [Step  103/200]  det=skip  para=-0.0000  raw_rwd=0.1235Β±0.0117  rwd=0.1235
2026-04-13 12:19:32,983  INFO    per-gen rewards: deepseek=0.112  falcon3-=0.133  gemini-1=0.122  gemini-2=0.129  gemini-p=0.137  gemini-p=0.115  gpt-3.5-=0.121  gpt-4-tu=0.114  gpt-4-tu=0.138  gpt-4.5-=0.128  gpt-4o=0.121  gpt-4o-m=0.123  llama-2-=0.116  llama-2-=0.124  llama-3.=0.130  llama-3.=0.129  ministra=0.114  mistral-=0.134  mixtral-=0.143  o3-mini=0.122  qwen1.5-=0.124  text-bis=0.119
2026-04-13 12:19:48,619  INFO  [Step  104/200]  det=skip  para=0.0034  raw_rwd=0.1270Β±0.0132  rwd=0.1270
2026-04-13 12:19:48,619  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.126  gemini-1=0.140  gemini-2=0.125  gemini-p=0.113  gemini-p=0.119  gpt-3.5-=0.124  gpt-4-tu=0.135  gpt-4-tu=0.107  gpt-4.5-=0.132  gpt-4o=0.126  gpt-4o-m=0.129  llama-2-=0.101  llama-2-=0.129  llama-3.=0.133  llama-3.=0.129  ministra=0.119  mistral-=0.140  mixtral-=0.142  o3-mini=0.126  qwen1.5-=0.135  text-bis=0.116
2026-04-13 12:20:03,223  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:20:03,223  INFO  [Step  105/200]  det=skip  para=-0.0000  raw_rwd=0.1237Β±0.0099  rwd=0.1237
2026-04-13 12:20:03,223  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.125  gemini-1=0.126  gemini-2=0.127  gemini-p=0.120  gemini-p=0.129  gpt-3.5-=0.133  gpt-4-tu=0.110  gpt-4-tu=0.124  gpt-4.5-=0.129  gpt-4o=0.120  gpt-4o-m=0.123  llama-2-=0.116  llama-2-=0.123  llama-3.=0.121  llama-3.=0.113  ministra=0.131  mistral-=0.120  mixtral-=0.108  o3-mini=0.117  qwen1.5-=0.118  text-bis=0.138
2026-04-13 12:24:47,237  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:24:47,237  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:24:47,238  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:24:47,238  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:24:47,238  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:24:47,238  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:24:47,238  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:24:47,238  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:24:47,238  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:24:47,238  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:24:47,238  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:24:47,238  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:24:47,238  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:24:47,238  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:24:47,238  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:24:47,238  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:24:47,238  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:24:47,238  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:24:47,238  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:24:47,238  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:24:47,238  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:24:47,238  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:24:47,238  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:24:47,238  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:24:47,238  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:24:47,238  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:24:47,238  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:24:47,238  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:24:47,238  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 12:24:47,238  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:24:47,238  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:24:47,238  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:24:47,238  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:24:47,238  INFO    No improvement (14/25)  best=0.9960

2026-04-13 12:25:01,910  INFO  [Step  106/200]  det=skip  para=0.0000  raw_rwd=0.1228Β±0.0080  rwd=0.1228
2026-04-13 12:25:01,910  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.124  gemini-1=0.126  gemini-2=0.124  gemini-p=0.122  gemini-p=0.120  gpt-3.5-=0.120  gpt-4-tu=0.128  gpt-4-tu=0.118  gpt-4.5-=0.124  gpt-4o=0.124  gpt-4o-m=0.124  llama-2-=0.129  llama-2-=0.124  llama-3.=0.116  llama-3.=0.127  ministra=0.126  mistral-=0.128  mixtral-=0.116  o3-mini=0.123  qwen1.5-=0.113  text-bis=0.105
2026-04-13 12:25:16,379  INFO  [Step  107/200]  det=skip  para=-0.0000  raw_rwd=0.1242Β±0.0093  rwd=0.1242
2026-04-13 12:25:16,379  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.121  gemini-1=0.132  gemini-2=0.128  gemini-p=0.125  gemini-p=0.133  gpt-3.5-=0.120  gpt-4-tu=0.119  gpt-4-tu=0.124  gpt-4.5-=0.135  gpt-4o=0.119  gpt-4o-m=0.125  llama-2-=0.120  llama-2-=0.101  llama-3.=0.129  llama-3.=0.121  ministra=0.122  mistral-=0.137  mixtral-=0.117  o3-mini=0.124  qwen1.5-=0.120  text-bis=0.126
2026-04-13 12:25:30,912  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:25:30,913  INFO  [Step  108/200]  det=skip  para=0.0000  raw_rwd=0.1275Β±0.0118  rwd=0.1275
2026-04-13 12:25:30,913  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.135  gemini-1=0.129  gemini-2=0.124  gemini-p=0.158  gemini-p=0.114  gpt-3.5-=0.127  gpt-4-tu=0.126  gpt-4-tu=0.129  gpt-4.5-=0.151  gpt-4o=0.124  gpt-4o-m=0.131  llama-2-=0.127  llama-2-=0.121  llama-3.=0.127  llama-3.=0.131  ministra=0.124  mistral-=0.122  mixtral-=0.133  o3-mini=0.125  qwen1.5-=0.098  text-bis=0.151
2026-04-13 12:25:45,652  INFO  [Step  109/200]  det=skip  para=0.0021  raw_rwd=0.1263Β±0.0113  rwd=0.1263
2026-04-13 12:25:45,653  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.123  gemini-1=0.118  gemini-2=0.136  gemini-p=0.105  gemini-p=0.112  gpt-3.5-=0.126  gpt-4-tu=0.107  gpt-4-tu=0.122  gpt-4.5-=0.116  gpt-4o=0.134  gpt-4o-m=0.122  llama-2-=0.127  llama-2-=0.116  llama-3.=0.126  llama-3.=0.127  ministra=0.130  mistral-=0.120  mixtral-=0.127  o3-mini=0.134  qwen1.5-=0.141  text-bis=0.135
2026-04-13 12:26:00,422  INFO  [Step  110/200]  det=skip  para=0.0008  raw_rwd=0.1253Β±0.0139  rwd=0.1253
2026-04-13 12:26:00,422  INFO    per-gen rewards: deepseek=0.132  falcon3-=0.122  gemini-1=0.129  gemini-2=0.123  gemini-p=0.114  gemini-p=0.133  gpt-3.5-=0.127  gpt-4-tu=0.119  gpt-4-tu=0.115  gpt-4.5-=0.119  gpt-4o=0.123  gpt-4o-m=0.137  llama-2-=0.124  llama-2-=0.109  llama-3.=0.135  llama-3.=0.109  ministra=0.123  mistral-=0.127  mixtral-=0.119  o3-mini=0.115  qwen1.5-=0.127  text-bis=0.128
2026-04-13 12:30:42,979  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:30:42,979  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:30:42,979  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:30:42,979  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:30:42,979  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:30:42,979  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:30:42,979  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:30:42,979  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:30:42,979  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:30:42,979  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:30:42,979  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:30:42,979  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:30:42,979  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:30:42,979  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:30:42,979  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:30:42,979  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:30:42,980  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:30:42,980  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:30:42,980  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:30:42,980  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:30:42,980  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:30:42,980  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:30:42,980  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:30:42,980  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:30:42,980  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:30:42,980  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:30:42,980  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:30:42,980  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:30:42,980  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 12:30:42,980  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:30:42,980  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:30:42,980  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:30:42,980  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:30:42,980  INFO    No improvement (15/25)  best=0.9960

2026-04-13 12:30:57,941  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:30:57,942  INFO  [Step  111/200]  det=skip  para=0.0000  raw_rwd=0.1246Β±0.0116  rwd=0.1246
2026-04-13 12:30:57,942  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.123  gemini-1=0.118  gemini-2=0.128  gemini-p=0.137  gemini-p=0.110  gpt-3.5-=0.121  gpt-4-tu=0.147  gpt-4-tu=0.132  gpt-4.5-=0.152  gpt-4o=0.127  gpt-4o-m=0.119  llama-2-=0.114  llama-2-=0.131  llama-3.=0.131  llama-3.=0.122  ministra=0.122  mistral-=0.110  mixtral-=0.140  o3-mini=0.130  qwen1.5-=0.107  text-bis=0.118
2026-04-13 12:31:12,864  INFO  [Step  112/200]  det=skip  para=0.0000  raw_rwd=0.1264Β±0.0098  rwd=0.1264
2026-04-13 12:31:12,864  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.122  gemini-1=0.122  gemini-2=0.130  gemini-p=0.117  gemini-p=0.148  gpt-3.5-=0.126  gpt-4-tu=0.118  gpt-4-tu=0.133  gpt-4.5-=0.106  gpt-4o=0.124  gpt-4o-m=0.129  llama-2-=0.131  llama-2-=0.133  llama-3.=0.128  llama-3.=0.128  ministra=0.132  mistral-=0.127  mixtral-=0.110  o3-mini=0.123  qwen1.5-=0.121  text-bis=0.122
2026-04-13 12:31:27,747  INFO  [Step  113/200]  det=skip  para=-0.0000  raw_rwd=0.1274Β±0.0100  rwd=0.1274
2026-04-13 12:31:27,747  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.126  gemini-1=0.130  gemini-2=0.127  gemini-p=0.130  gemini-p=0.131  gpt-3.5-=0.131  gpt-4-tu=0.118  gpt-4-tu=0.119  gpt-4.5-=0.123  gpt-4o=0.129  gpt-4o-m=0.125  llama-2-=0.136  llama-2-=0.129  llama-3.=0.131  llama-3.=0.119  ministra=0.119  mistral-=0.133  mixtral-=0.130  o3-mini=0.130  qwen1.5-=0.129  text-bis=0.133
2026-04-13 12:31:42,552  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:31:42,552  INFO  [Step  114/200]  det=skip  para=0.0103  raw_rwd=0.1240Β±0.0104  rwd=0.1240
2026-04-13 12:31:42,552  INFO    per-gen rewards: deepseek=0.138  falcon3-=0.120  gemini-1=0.120  gemini-2=0.122  gemini-p=0.129  gemini-p=0.132  gpt-3.5-=0.126  gpt-4-tu=0.132  gpt-4-tu=0.125  gpt-4.5-=0.124  gpt-4o=0.119  gpt-4o-m=0.126  llama-2-=0.138  llama-2-=0.141  llama-3.=0.121  llama-3.=0.116  ministra=0.112  mistral-=0.130  mixtral-=0.133  o3-mini=0.125  qwen1.5-=0.114  text-bis=0.137
2026-04-13 12:31:57,013  INFO  [Step  115/200]  det=skip  para=0.0000  raw_rwd=0.1236Β±0.0120  rwd=0.1236
2026-04-13 12:31:57,013  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.117  gemini-1=0.125  gemini-2=0.118  gemini-p=0.128  gemini-p=0.102  gpt-3.5-=0.125  gpt-4-tu=0.140  gpt-4-tu=0.120  gpt-4.5-=0.103  gpt-4o=0.132  gpt-4o-m=0.117  llama-2-=0.122  llama-2-=0.122  llama-3.=0.116  llama-3.=0.131  ministra=0.131  mistral-=0.139  mixtral-=0.121  o3-mini=0.130  qwen1.5-=0.134  text-bis=0.113
2026-04-13 12:36:39,822  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:36:39,822  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:36:39,822  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:36:39,822  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:36:39,822  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:36:39,822  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:36:39,822  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:36:39,822  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:36:39,823  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:36:39,823  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:36:39,823  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:36:39,823  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:36:39,823  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:36:39,823  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:36:39,823  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:36:39,823  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:36:39,823  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:36:39,823  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:36:39,823  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:36:39,823  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:36:39,823  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:36:39,823  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:36:39,823  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:36:39,823  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:36:39,823  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:36:39,823  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:36:39,823  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 12:36:39,823  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:36:39,823  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 12:36:39,823  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:36:39,823  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:36:39,823  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:36:39,823  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:36:39,823  INFO    No improvement (16/25)  best=0.9960

2026-04-13 12:36:54,740  INFO  [Step  116/200]  det=skip  para=-0.0000  raw_rwd=0.1244Β±0.0105  rwd=0.1244
2026-04-13 12:36:54,740  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.135  gemini-1=0.118  gemini-2=0.122  gemini-p=0.113  gemini-p=0.108  gpt-3.5-=0.130  gpt-4-tu=0.134  gpt-4-tu=0.122  gpt-4.5-=0.113  gpt-4o=0.125  gpt-4o-m=0.120  llama-2-=0.121  llama-2-=0.136  llama-3.=0.132  llama-3.=0.118  ministra=0.124  mistral-=0.124  mixtral-=0.147  o3-mini=0.121  qwen1.5-=0.123  text-bis=0.127
2026-04-13 12:37:09,286  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:37:09,287  INFO  [Step  117/200]  det=skip  para=-0.0000  raw_rwd=0.1246Β±0.0102  rwd=0.1246
2026-04-13 12:37:09,287  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.123  gemini-1=0.121  gemini-2=0.127  gemini-p=0.110  gemini-p=0.116  gpt-3.5-=0.134  gpt-4-tu=0.118  gpt-4-tu=0.148  gpt-4.5-=0.126  gpt-4o=0.125  gpt-4o-m=0.125  llama-2-=0.138  llama-2-=0.110  llama-3.=0.123  llama-3.=0.119  ministra=0.124  mistral-=0.125  mixtral-=0.128  o3-mini=0.116  qwen1.5-=0.134  text-bis=0.124
2026-04-13 12:37:23,646  INFO  [Step  118/200]  det=skip  para=0.0000  raw_rwd=0.1230Β±0.0088  rwd=0.1230
2026-04-13 12:37:23,646  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.134  gemini-1=0.118  gemini-2=0.120  gemini-p=0.129  gemini-p=0.129  gpt-3.5-=0.122  gpt-4-tu=0.107  gpt-4-tu=0.112  gpt-4.5-=0.120  gpt-4o=0.119  gpt-4o-m=0.120  llama-2-=0.138  llama-2-=0.130  llama-3.=0.130  llama-3.=0.121  ministra=0.124  mistral-=0.128  mixtral-=0.117  o3-mini=0.129  qwen1.5-=0.118  text-bis=0.126
2026-04-13 12:37:38,151  INFO  [Step  119/200]  det=skip  para=-0.0000  raw_rwd=0.1266Β±0.0123  rwd=0.1266
2026-04-13 12:37:38,151  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.123  gemini-1=0.126  gemini-2=0.132  gemini-p=0.116  gemini-p=0.107  gpt-3.5-=0.134  gpt-4-tu=0.122  gpt-4-tu=0.114  gpt-4.5-=0.118  gpt-4o=0.129  gpt-4o-m=0.123  llama-2-=0.125  llama-2-=0.119  llama-3.=0.125  llama-3.=0.120  ministra=0.131  mistral-=0.138  mixtral-=0.116  o3-mini=0.127  qwen1.5-=0.140  text-bis=0.139
2026-04-13 12:37:53,091  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:37:53,091  INFO  [Step  120/200]  det=skip  para=0.0000  raw_rwd=0.1255Β±0.0112  rwd=0.1255
2026-04-13 12:37:53,091  INFO    per-gen rewards: deepseek=0.125  falcon3-=0.128  gemini-1=0.130  gemini-2=0.129  gemini-p=0.129  gemini-p=0.126  gpt-3.5-=0.124  gpt-4-tu=0.136  gpt-4-tu=0.118  gpt-4.5-=0.146  gpt-4o=0.127  gpt-4o-m=0.123  llama-2-=0.103  llama-2-=0.108  llama-3.=0.125  llama-3.=0.124  ministra=0.123  mistral-=0.118  mixtral-=0.125  o3-mini=0.127  qwen1.5-=0.125  text-bis=0.132
2026-04-13 12:42:37,843  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:42:37,844  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:42:37,844  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:42:37,844  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:42:37,844  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:42:37,844  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:42:37,844  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:42:37,844  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:42:37,844  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:42:37,844  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:42:37,844  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:42:37,844  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:42:37,844  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:42:37,844  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:42:37,844  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:42:37,844  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:42:37,844  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:42:37,844  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:42:37,844  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:42:37,844  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:42:37,844  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:42:37,844  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:42:37,844  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:42:37,844  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:42:37,844  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:42:37,844  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:42:37,844  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 12:42:37,844  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:42:37,844  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 12:42:37,844  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:42:37,844  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:42:37,844  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:42:37,844  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:42:37,844  INFO    No improvement (17/25)  best=0.9960

2026-04-13 12:42:52,836  INFO  [Step  121/200]  det=skip  para=-0.0000  raw_rwd=0.1249Β±0.0116  rwd=0.1249
2026-04-13 12:42:52,836  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.117  gemini-1=0.125  gemini-2=0.132  gemini-p=0.111  gemini-p=0.117  gpt-3.5-=0.121  gpt-4-tu=0.137  gpt-4-tu=0.123  gpt-4.5-=0.128  gpt-4o=0.128  gpt-4o-m=0.134  llama-2-=0.142  llama-2-=0.126  llama-3.=0.117  llama-3.=0.112  ministra=0.121  mistral-=0.152  mixtral-=0.115  o3-mini=0.121  qwen1.5-=0.127  text-bis=0.142
2026-04-13 12:43:07,504  INFO  [Step  122/200]  det=skip  para=0.0000  raw_rwd=0.1252Β±0.0103  rwd=0.1252
2026-04-13 12:43:07,504  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.123  gemini-1=0.123  gemini-2=0.125  gemini-p=0.124  gemini-p=0.122  gpt-3.5-=0.124  gpt-4-tu=0.144  gpt-4-tu=0.118  gpt-4.5-=0.120  gpt-4o=0.126  gpt-4o-m=0.124  llama-2-=0.122  llama-2-=0.113  llama-3.=0.121  llama-3.=0.131  ministra=0.131  mistral-=0.122  mixtral-=0.129  o3-mini=0.127  qwen1.5-=0.105  text-bis=0.137
2026-04-13 12:43:22,666  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:43:22,667  INFO  [Step  123/200]  det=skip  para=-0.0000  raw_rwd=0.1235Β±0.0094  rwd=0.1235
2026-04-13 12:43:22,667  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.122  gemini-1=0.124  gemini-2=0.123  gemini-p=0.123  gemini-p=0.144  gpt-3.5-=0.121  gpt-4-tu=0.126  gpt-4-tu=0.117  gpt-4.5-=0.136  gpt-4o=0.126  gpt-4o-m=0.122  llama-2-=0.127  llama-2-=0.103  llama-3.=0.132  llama-3.=0.128  ministra=0.120  mistral-=0.114  mixtral-=0.139  o3-mini=0.119  qwen1.5-=0.137  text-bis=0.121
2026-04-13 12:43:37,255  INFO  [Step  124/200]  det=skip  para=0.0007  raw_rwd=0.1254Β±0.0112  rwd=0.1254
2026-04-13 12:43:37,256  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.127  gemini-1=0.120  gemini-2=0.131  gemini-p=0.109  gemini-p=0.121  gpt-3.5-=0.124  gpt-4-tu=0.115  gpt-4-tu=0.103  gpt-4.5-=0.115  gpt-4o=0.133  gpt-4o-m=0.127  llama-2-=0.116  llama-2-=0.120  llama-3.=0.135  llama-3.=0.119  ministra=0.127  mistral-=0.115  mixtral-=0.122  o3-mini=0.115  qwen1.5-=0.132  text-bis=0.160
2026-04-13 12:43:52,579  INFO  [Step  125/200]  det=skip  para=0.0138  raw_rwd=0.1233Β±0.0114  rwd=0.1233
2026-04-13 12:43:52,580  INFO    per-gen rewards: deepseek=0.123  falcon3-=0.125  gemini-1=0.126  gemini-2=0.119  gemini-p=0.093  gemini-p=0.139  gpt-3.5-=0.123  gpt-4-tu=0.112  gpt-4-tu=0.113  gpt-4.5-=0.110  gpt-4o=0.131  gpt-4o-m=0.120  llama-2-=0.124  llama-2-=0.103  llama-3.=0.123  llama-3.=0.129  ministra=0.124  mistral-=0.136  mixtral-=0.127  o3-mini=0.125  qwen1.5-=0.126  text-bis=0.134
2026-04-13 12:48:36,372  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:48:36,372  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:48:36,372  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:48:36,372  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:48:36,372  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:48:36,372  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:48:36,372  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:48:36,372  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:48:36,372  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:48:36,372  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:48:36,372  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:48:36,372  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:48:36,372  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:48:36,372  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:48:36,372  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:48:36,372  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:48:36,372  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:48:36,372  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:48:36,372  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:48:36,372  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:48:36,372  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:48:36,372  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:48:36,372  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:48:36,372  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:48:36,372  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:48:36,372  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:48:36,373  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:48:36,373  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:48:36,373  INFO    β”‚  misspelling                 0.9996  ~
2026-04-13 12:48:36,373  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:48:36,373  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:48:36,373  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:48:36,373  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:48:36,373  INFO    No improvement (18/25)  best=0.9960

2026-04-13 12:48:51,288  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:48:51,288  INFO  [Step  126/200]  det=skip  para=-0.0000  raw_rwd=0.1232Β±0.0092  rwd=0.1232
2026-04-13 12:48:51,288  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.119  gemini-1=0.125  gemini-2=0.121  gemini-p=0.114  gemini-p=0.119  gpt-3.5-=0.120  gpt-4-tu=0.124  gpt-4-tu=0.111  gpt-4.5-=0.111  gpt-4o=0.125  gpt-4o-m=0.128  llama-2-=0.139  llama-2-=0.149  llama-3.=0.122  llama-3.=0.121  ministra=0.119  mistral-=0.149  mixtral-=0.113  o3-mini=0.126  qwen1.5-=0.136  text-bis=0.112
2026-04-13 12:49:05,892  INFO  [Step  127/200]  det=skip  para=-0.0000  raw_rwd=0.1248Β±0.0110  rwd=0.1248
2026-04-13 12:49:05,892  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.130  gemini-1=0.127  gemini-2=0.125  gemini-p=0.109  gemini-p=0.153  gpt-3.5-=0.126  gpt-4-tu=0.117  gpt-4-tu=0.117  gpt-4.5-=0.136  gpt-4o=0.125  gpt-4o-m=0.121  llama-2-=0.149  llama-2-=0.117  llama-3.=0.118  llama-3.=0.130  ministra=0.121  mistral-=0.115  mixtral-=0.116  o3-mini=0.127  qwen1.5-=0.152  text-bis=0.125
2026-04-13 12:49:20,488  INFO  [Step  128/200]  det=skip  para=0.0122  raw_rwd=0.1260Β±0.0124  rwd=0.1260
2026-04-13 12:49:20,488  INFO    per-gen rewards: deepseek=0.132  falcon3-=0.122  gemini-1=0.121  gemini-2=0.121  gemini-p=0.140  gemini-p=0.145  gpt-3.5-=0.125  gpt-4-tu=0.118  gpt-4-tu=0.133  gpt-4.5-=0.124  gpt-4o=0.120  gpt-4o-m=0.126  llama-2-=0.117  llama-2-=0.134  llama-3.=0.132  llama-3.=0.127  ministra=0.129  mistral-=0.122  mixtral-=0.173  o3-mini=0.125  qwen1.5-=0.106  text-bis=0.116
2026-04-13 12:49:34,979  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:49:34,980  INFO  [Step  129/200]  det=skip  para=0.0035  raw_rwd=0.1252Β±0.0109  rwd=0.1252
2026-04-13 12:49:34,980  INFO    per-gen rewards: deepseek=0.125  falcon3-=0.118  gemini-1=0.127  gemini-2=0.127  gemini-p=0.129  gemini-p=0.153  gpt-3.5-=0.124  gpt-4-tu=0.132  gpt-4-tu=0.114  gpt-4.5-=0.124  gpt-4o=0.128  gpt-4o-m=0.122  llama-2-=0.143  llama-2-=0.134  llama-3.=0.121  llama-3.=0.119  ministra=0.127  mistral-=0.138  mixtral-=0.111  o3-mini=0.121  qwen1.5-=0.133  text-bis=0.127
2026-04-13 12:49:49,936  INFO  [Step  130/200]  det=skip  para=-0.0000  raw_rwd=0.1235Β±0.0107  rwd=0.1235
2026-04-13 12:49:49,936  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.129  gemini-1=0.133  gemini-2=0.121  gemini-p=0.140  gemini-p=0.112  gpt-3.5-=0.109  gpt-4-tu=0.145  gpt-4-tu=0.132  gpt-4.5-=0.122  gpt-4o=0.125  gpt-4o-m=0.122  llama-2-=0.137  llama-2-=0.122  llama-3.=0.122  llama-3.=0.125  ministra=0.121  mistral-=0.142  mixtral-=0.140  o3-mini=0.116  qwen1.5-=0.113  text-bis=0.126
2026-04-13 12:54:33,492  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 12:54:33,493  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 12:54:33,493  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 12:54:33,493  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 12:54:33,493  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 12:54:33,493  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 12:54:33,493  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 12:54:33,493  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 12:54:33,493  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 12:54:33,493  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 12:54:33,493  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 12:54:33,493  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 12:54:33,493  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 12:54:33,493  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 12:54:33,493  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 12:54:33,493  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 12:54:33,493  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 12:54:33,493  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 12:54:33,493  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 12:54:33,493  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 12:54:33,493  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 12:54:33,493  INFO    β”‚  o3-mini                     0.9999
2026-04-13 12:54:33,493  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 12:54:33,493  INFO    β”‚  text-bison-002              0.9992
2026-04-13 12:54:33,493  INFO    β”‚  (prev best)                  0.9960
2026-04-13 12:54:33,493  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 12:54:33,493  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 12:54:33,493  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 12:54:33,493  INFO    β”‚  misspelling                 0.9997  ~
2026-04-13 12:54:33,493  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 12:54:33,493  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 12:54:33,493  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 12:54:33,493  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 12:54:33,493  INFO    No improvement (19/25)  best=0.9960

2026-04-13 12:54:48,420  INFO  [Step  131/200]  det=skip  para=0.0054  raw_rwd=0.1245Β±0.0115  rwd=0.1245
2026-04-13 12:54:48,420  INFO    per-gen rewards: deepseek=0.115  falcon3-=0.119  gemini-1=0.119  gemini-2=0.124  gemini-p=0.104  gemini-p=0.152  gpt-3.5-=0.133  gpt-4-tu=0.104  gpt-4-tu=0.126  gpt-4.5-=0.134  gpt-4o=0.128  gpt-4o-m=0.129  llama-2-=0.137  llama-2-=0.135  llama-3.=0.123  llama-3.=0.123  ministra=0.114  mistral-=0.135  mixtral-=0.117  o3-mini=0.122  qwen1.5-=0.140  text-bis=0.156
2026-04-13 12:55:03,541  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:55:03,542  INFO  [Step  132/200]  det=skip  para=0.0694  raw_rwd=0.1289Β±0.0277  rwd=0.1289
2026-04-13 12:55:03,542  INFO    per-gen rewards: deepseek=0.133  falcon3-=0.159  gemini-1=0.160  gemini-2=0.126  gemini-p=0.135  gemini-p=0.120  gpt-3.5-=0.128  gpt-4-tu=0.103  gpt-4-tu=0.119  gpt-4.5-=0.127  gpt-4o=0.118  gpt-4o-m=0.121  llama-2-=0.122  llama-2-=0.115  llama-3.=0.122  llama-3.=0.119  ministra=0.130  mistral-=0.142  mixtral-=0.120  o3-mini=0.119  qwen1.5-=0.136  text-bis=0.116
2026-04-13 12:55:18,303  INFO  [Step  133/200]  det=skip  para=0.0000  raw_rwd=0.1248Β±0.0117  rwd=0.1248
2026-04-13 12:55:18,303  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.129  gemini-1=0.128  gemini-2=0.133  gemini-p=0.109  gemini-p=0.109  gpt-3.5-=0.121  gpt-4-tu=0.134  gpt-4-tu=0.110  gpt-4.5-=0.130  gpt-4o=0.126  gpt-4o-m=0.127  llama-2-=0.133  llama-2-=0.109  llama-3.=0.127  llama-3.=0.137  ministra=0.126  mistral-=0.123  mixtral-=0.117  o3-mini=0.119  qwen1.5-=0.113  text-bis=0.125
2026-04-13 12:55:32,833  INFO  [Step  134/200]  det=skip  para=0.0608  raw_rwd=0.1325Β±0.0215  rwd=0.1325
2026-04-13 12:55:32,834  INFO    per-gen rewards: deepseek=0.132  falcon3-=0.132  gemini-1=0.126  gemini-2=0.132  gemini-p=0.135  gemini-p=0.122  gpt-3.5-=0.128  gpt-4-tu=0.117  gpt-4-tu=0.124  gpt-4.5-=0.132  gpt-4o=0.138  gpt-4o-m=0.125  llama-2-=0.128  llama-2-=0.130  llama-3.=0.126  llama-3.=0.135  ministra=0.129  mistral-=0.157  mixtral-=0.135  o3-mini=0.159  qwen1.5-=0.147  text-bis=0.121
2026-04-13 12:55:47,154  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 12:55:47,154  INFO  [Step  135/200]  det=skip  para=0.0000  raw_rwd=0.1254Β±0.0108  rwd=0.1254
2026-04-13 12:55:47,154  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.127  gemini-1=0.123  gemini-2=0.120  gemini-p=0.119  gemini-p=0.121  gpt-3.5-=0.123  gpt-4-tu=0.123  gpt-4-tu=0.138  gpt-4.5-=0.127  gpt-4o=0.126  gpt-4o-m=0.131  llama-2-=0.123  llama-2-=0.143  llama-3.=0.120  llama-3.=0.127  ministra=0.124  mistral-=0.128  mixtral-=0.120  o3-mini=0.124  qwen1.5-=0.131  text-bis=0.129
2026-04-13 13:00:32,836  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:00:32,836  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:00:32,836  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:00:32,836  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:00:32,836  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:00:32,836  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:00:32,836  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:00:32,837  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:00:32,837  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:00:32,837  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:00:32,837  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:00:32,837  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:00:32,837  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:00:32,837  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:00:32,837  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:00:32,837  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:00:32,837  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:00:32,837  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:00:32,837  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:00:32,837  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:00:32,837  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:00:32,837  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:00:32,837  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:00:32,837  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:00:32,837  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:00:32,837  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:00:32,837  INFO    β”‚  article_deletion            0.9982  ~
2026-04-13 13:00:32,837  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:00:32,837  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 13:00:32,837  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:00:32,837  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 13:00:32,837  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:00:32,837  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:00:32,837  INFO    No improvement (20/25)  best=0.9960

2026-04-13 13:00:47,840  INFO  [Step  136/200]  det=skip  para=0.0000  raw_rwd=0.1250Β±0.0110  rwd=0.1250
2026-04-13 13:00:47,840  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.128  gemini-1=0.125  gemini-2=0.126  gemini-p=0.120  gemini-p=0.140  gpt-3.5-=0.127  gpt-4-tu=0.125  gpt-4-tu=0.110  gpt-4.5-=0.129  gpt-4o=0.123  gpt-4o-m=0.124  llama-2-=0.125  llama-2-=0.127  llama-3.=0.124  llama-3.=0.135  ministra=0.126  mistral-=0.134  mixtral-=0.124  o3-mini=0.119  qwen1.5-=0.119  text-bis=0.112
2026-04-13 13:01:02,767  INFO  [Step  137/200]  det=skip  para=0.0000  raw_rwd=0.1265Β±0.0102  rwd=0.1265
2026-04-13 13:01:02,767  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.127  gemini-1=0.126  gemini-2=0.127  gemini-p=0.126  gemini-p=0.117  gpt-3.5-=0.123  gpt-4-tu=0.126  gpt-4-tu=0.130  gpt-4.5-=0.141  gpt-4o=0.128  gpt-4o-m=0.129  llama-2-=0.113  llama-2-=0.128  llama-3.=0.121  llama-3.=0.124  ministra=0.132  mistral-=0.132  mixtral-=0.123  o3-mini=0.129  qwen1.5-=0.124  text-bis=0.137
2026-04-13 13:01:17,771  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:01:17,771  INFO  [Step  138/200]  det=skip  para=0.0033  raw_rwd=0.1257Β±0.0128  rwd=0.1257
2026-04-13 13:01:17,771  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.124  gemini-1=0.133  gemini-2=0.120  gemini-p=0.125  gemini-p=0.112  gpt-3.5-=0.132  gpt-4-tu=0.140  gpt-4-tu=0.128  gpt-4.5-=0.117  gpt-4o=0.119  gpt-4o-m=0.137  llama-2-=0.122  llama-2-=0.116  llama-3.=0.127  llama-3.=0.123  ministra=0.122  mistral-=0.129  mixtral-=0.134  o3-mini=0.120  qwen1.5-=0.117  text-bis=0.137
2026-04-13 13:01:32,507  INFO  [Step  139/200]  det=skip  para=-0.0000  raw_rwd=0.1250Β±0.0122  rwd=0.1250
2026-04-13 13:01:32,507  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.122  gemini-1=0.131  gemini-2=0.123  gemini-p=0.111  gemini-p=0.139  gpt-3.5-=0.122  gpt-4-tu=0.118  gpt-4-tu=0.131  gpt-4.5-=0.115  gpt-4o=0.126  gpt-4o-m=0.115  llama-2-=0.153  llama-2-=0.158  llama-3.=0.123  llama-3.=0.113  ministra=0.123  mistral-=0.137  mixtral-=0.124  o3-mini=0.132  qwen1.5-=0.127  text-bis=0.115
2026-04-13 13:01:47,114  INFO  [Step  140/200]  det=skip  para=-0.0000  raw_rwd=0.1250Β±0.0110  rwd=0.1250
2026-04-13 13:01:47,115  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.125  gemini-1=0.117  gemini-2=0.131  gemini-p=0.116  gemini-p=0.132  gpt-3.5-=0.123  gpt-4-tu=0.127  gpt-4-tu=0.118  gpt-4.5-=0.109  gpt-4o=0.123  gpt-4o-m=0.126  llama-2-=0.125  llama-2-=0.105  llama-3.=0.130  llama-3.=0.137  ministra=0.132  mistral-=0.116  mixtral-=0.123  o3-mini=0.131  qwen1.5-=0.135  text-bis=0.101
2026-04-13 13:06:31,169  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:06:31,170  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:06:31,170  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:06:31,170  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:06:31,170  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:06:31,170  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:06:31,170  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:06:31,170  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:06:31,170  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:06:31,170  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:06:31,170  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:06:31,170  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:06:31,170  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:06:31,170  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:06:31,170  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:06:31,170  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:06:31,170  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:06:31,170  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:06:31,170  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:06:31,170  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:06:31,170  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:06:31,170  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:06:31,170  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:06:31,170  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:06:31,170  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:06:31,170  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:06:31,170  INFO    β”‚  article_deletion            0.9981  ~
2026-04-13 13:06:31,170  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:06:31,170  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 13:06:31,170  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:06:31,170  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 13:06:31,170  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:06:31,170  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:06:31,170  INFO    No improvement (21/25)  best=0.9960

2026-04-13 13:06:45,934  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:06:45,934  INFO  [Step  141/200]  det=skip  para=0.0233  raw_rwd=0.1221Β±0.0108  rwd=0.1221
2026-04-13 13:06:45,934  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.117  gemini-1=0.126  gemini-2=0.129  gemini-p=0.123  gemini-p=0.124  gpt-3.5-=0.119  gpt-4-tu=0.117  gpt-4-tu=0.116  gpt-4.5-=0.116  gpt-4o=0.122  gpt-4o-m=0.119  llama-2-=0.124  llama-2-=0.116  llama-3.=0.126  llama-3.=0.116  ministra=0.127  mistral-=0.106  mixtral-=0.114  o3-mini=0.128  qwen1.5-=0.125  text-bis=0.121
2026-04-13 13:07:00,458  INFO  [Step  142/200]  det=skip  para=-0.0000  raw_rwd=0.1269Β±0.0105  rwd=0.1269
2026-04-13 13:07:00,458  INFO    per-gen rewards: deepseek=0.133  falcon3-=0.121  gemini-1=0.127  gemini-2=0.129  gemini-p=0.132  gemini-p=0.135  gpt-3.5-=0.127  gpt-4-tu=0.126  gpt-4-tu=0.123  gpt-4.5-=0.114  gpt-4o=0.123  gpt-4o-m=0.127  llama-2-=0.137  llama-2-=0.124  llama-3.=0.129  llama-3.=0.131  ministra=0.136  mistral-=0.115  mixtral-=0.138  o3-mini=0.120  qwen1.5-=0.113  text-bis=0.131
2026-04-13 13:07:15,134  INFO  [Step  143/200]  det=skip  para=-0.0000  raw_rwd=0.1240Β±0.0104  rwd=0.1240
2026-04-13 13:07:15,134  INFO    per-gen rewards: deepseek=0.116  falcon3-=0.127  gemini-1=0.121  gemini-2=0.122  gemini-p=0.119  gemini-p=0.120  gpt-3.5-=0.119  gpt-4-tu=0.125  gpt-4-tu=0.108  gpt-4.5-=0.127  gpt-4o=0.128  gpt-4o-m=0.127  llama-2-=0.124  llama-2-=0.122  llama-3.=0.133  llama-3.=0.109  ministra=0.122  mistral-=0.133  mixtral-=0.122  o3-mini=0.135  qwen1.5-=0.129  text-bis=0.116
2026-04-13 13:07:29,477  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:07:29,477  INFO  [Step  144/200]  det=skip  para=0.0183  raw_rwd=0.1258Β±0.0132  rwd=0.1258
2026-04-13 13:07:29,477  INFO    per-gen rewards: deepseek=0.115  falcon3-=0.125  gemini-1=0.130  gemini-2=0.137  gemini-p=0.153  gemini-p=0.143  gpt-3.5-=0.125  gpt-4-tu=0.124  gpt-4-tu=0.131  gpt-4.5-=0.113  gpt-4o=0.125  gpt-4o-m=0.127  llama-2-=0.114  llama-2-=0.131  llama-3.=0.122  llama-3.=0.121  ministra=0.123  mistral-=0.113  mixtral-=0.121  o3-mini=0.123  qwen1.5-=0.126  text-bis=0.136
2026-04-13 13:07:44,036  INFO  [Step  145/200]  det=skip  para=0.0000  raw_rwd=0.1230Β±0.0090  rwd=0.1230
2026-04-13 13:07:44,036  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.115  gemini-1=0.123  gemini-2=0.125  gemini-p=0.116  gemini-p=0.134  gpt-3.5-=0.125  gpt-4-tu=0.123  gpt-4-tu=0.119  gpt-4.5-=0.111  gpt-4o=0.126  gpt-4o-m=0.121  llama-2-=0.116  llama-2-=0.126  llama-3.=0.124  llama-3.=0.125  ministra=0.123  mistral-=0.134  mixtral-=0.135  o3-mini=0.119  qwen1.5-=0.107  text-bis=0.143
2026-04-13 13:12:27,847  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:12:27,847  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:12:27,847  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:12:27,847  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:12:27,847  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:12:27,847  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:12:27,847  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:12:27,847  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:12:27,847  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:12:27,847  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:12:27,847  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:12:27,847  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:12:27,847  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:12:27,847  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:12:27,848  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:12:27,848  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:12:27,848  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:12:27,848  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:12:27,848  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:12:27,848  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:12:27,848  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:12:27,848  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:12:27,848  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:12:27,848  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:12:27,848  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:12:27,848  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:12:27,848  INFO    β”‚  article_deletion            0.9980  ~
2026-04-13 13:12:27,848  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:12:27,848  INFO    β”‚  misspelling                 0.9998  ~
2026-04-13 13:12:27,848  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:12:27,848  INFO    β”‚  synonym_replacement         0.9998  ~
2026-04-13 13:12:27,848  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:12:27,848  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:12:27,848  INFO    No improvement (22/25)  best=0.9960

2026-04-13 13:12:43,002  INFO  [Step  146/200]  det=skip  para=-0.0000  raw_rwd=0.1263Β±0.0096  rwd=0.1263
2026-04-13 13:12:43,002  INFO    per-gen rewards: deepseek=0.125  falcon3-=0.130  gemini-1=0.129  gemini-2=0.125  gemini-p=0.132  gemini-p=0.137  gpt-3.5-=0.124  gpt-4-tu=0.110  gpt-4-tu=0.123  gpt-4.5-=0.145  gpt-4o=0.124  gpt-4o-m=0.122  llama-2-=0.127  llama-2-=0.130  llama-3.=0.131  llama-3.=0.125  ministra=0.120  mistral-=0.135  mixtral-=0.116  o3-mini=0.127  qwen1.5-=0.127  text-bis=0.143
2026-04-13 13:12:57,724  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:12:57,725  INFO  [Step  147/200]  det=skip  para=0.0011  raw_rwd=0.1238Β±0.0099  rwd=0.1238
2026-04-13 13:12:57,725  INFO    per-gen rewards: deepseek=0.118  falcon3-=0.129  gemini-1=0.123  gemini-2=0.127  gemini-p=0.117  gemini-p=0.123  gpt-3.5-=0.123  gpt-4-tu=0.112  gpt-4-tu=0.114  gpt-4.5-=0.123  gpt-4o=0.121  gpt-4o-m=0.121  llama-2-=0.135  llama-2-=0.131  llama-3.=0.138  llama-3.=0.124  ministra=0.123  mistral-=0.132  mixtral-=0.127  o3-mini=0.114  qwen1.5-=0.144  text-bis=0.117
2026-04-13 13:13:12,265  INFO  [Step  148/200]  det=skip  para=0.0022  raw_rwd=0.1247Β±0.0118  rwd=0.1247
2026-04-13 13:13:12,265  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.125  gemini-1=0.120  gemini-2=0.129  gemini-p=0.130  gemini-p=0.119  gpt-3.5-=0.127  gpt-4-tu=0.162  gpt-4-tu=0.128  gpt-4.5-=0.123  gpt-4o=0.121  gpt-4o-m=0.125  llama-2-=0.152  llama-2-=0.120  llama-3.=0.127  llama-3.=0.122  ministra=0.120  mistral-=0.110  mixtral-=0.119  o3-mini=0.128  qwen1.5-=0.121  text-bis=0.110
2026-04-13 13:13:26,646  INFO  [Step  149/200]  det=skip  para=0.0071  raw_rwd=0.1245Β±0.0115  rwd=0.1245
2026-04-13 13:13:26,646  INFO    per-gen rewards: deepseek=0.130  falcon3-=0.121  gemini-1=0.125  gemini-2=0.112  gemini-p=0.118  gemini-p=0.124  gpt-3.5-=0.123  gpt-4-tu=0.131  gpt-4-tu=0.129  gpt-4.5-=0.137  gpt-4o=0.125  gpt-4o-m=0.126  llama-2-=0.120  llama-2-=0.132  llama-3.=0.127  llama-3.=0.141  ministra=0.122  mistral-=0.130  mixtral-=0.116  o3-mini=0.119  qwen1.5-=0.113  text-bis=0.164
2026-04-13 13:13:41,501  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:13:41,502  INFO  [Step  150/200]  det=skip  para=-0.0000  raw_rwd=0.1250Β±0.0130  rwd=0.1250
2026-04-13 13:13:41,502  INFO    per-gen rewards: deepseek=0.122  falcon3-=0.132  gemini-1=0.132  gemini-2=0.132  gemini-p=0.126  gemini-p=0.127  gpt-3.5-=0.125  gpt-4-tu=0.111  gpt-4-tu=0.113  gpt-4.5-=0.123  gpt-4o=0.113  gpt-4o-m=0.127  llama-2-=0.123  llama-2-=0.123  llama-3.=0.123  llama-3.=0.125  ministra=0.123  mistral-=0.120  mixtral-=0.142  o3-mini=0.130  qwen1.5-=0.105  text-bis=0.125
2026-04-13 13:18:25,077  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:18:25,077  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:18:25,077  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:18:25,077  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:18:25,077  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:18:25,077  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:18:25,077  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:18:25,077  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:18:25,077  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:18:25,077  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:18:25,078  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:18:25,078  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:18:25,078  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:18:25,078  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:18:25,078  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:18:25,078  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:18:25,078  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:18:25,078  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:18:25,078  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:18:25,078  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:18:25,078  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:18:25,078  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:18:25,078  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:18:25,078  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:18:25,078  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:18:25,078  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:18:25,078  INFO    β”‚  article_deletion            0.9980  ~
2026-04-13 13:18:25,078  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:18:25,078  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 13:18:25,078  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:18:25,078  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 13:18:25,078  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:18:25,078  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:18:25,078  INFO    No improvement (23/25)  best=0.9960

2026-04-13 13:18:39,971  INFO  [Step  151/200]  det=skip  para=0.0000  raw_rwd=0.1269Β±0.0113  rwd=0.1269
2026-04-13 13:18:39,971  INFO    per-gen rewards: deepseek=0.128  falcon3-=0.122  gemini-1=0.122  gemini-2=0.124  gemini-p=0.133  gemini-p=0.152  gpt-3.5-=0.129  gpt-4-tu=0.115  gpt-4-tu=0.130  gpt-4.5-=0.123  gpt-4o=0.128  gpt-4o-m=0.128  llama-2-=0.113  llama-2-=0.139  llama-3.=0.121  llama-3.=0.134  ministra=0.128  mistral-=0.115  mixtral-=0.129  o3-mini=0.133  qwen1.5-=0.132  text-bis=0.124
2026-04-13 13:18:54,734  INFO  [Step  152/200]  det=skip  para=0.0000  raw_rwd=0.1245Β±0.0099  rwd=0.1245
2026-04-13 13:18:54,734  INFO    per-gen rewards: deepseek=0.127  falcon3-=0.127  gemini-1=0.124  gemini-2=0.132  gemini-p=0.122  gemini-p=0.116  gpt-3.5-=0.127  gpt-4-tu=0.103  gpt-4-tu=0.129  gpt-4.5-=0.120  gpt-4o=0.125  gpt-4o-m=0.121  llama-2-=0.108  llama-2-=0.126  llama-3.=0.119  llama-3.=0.117  ministra=0.125  mistral-=0.132  mixtral-=0.120  o3-mini=0.124  qwen1.5-=0.139  text-bis=0.147
2026-04-13 13:19:09,390  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:19:09,390  INFO  [Step  153/200]  det=skip  para=0.0661  raw_rwd=0.1291Β±0.0295  rwd=0.1291
2026-04-13 13:19:09,391  INFO    per-gen rewards: deepseek=0.124  falcon3-=0.120  gemini-1=0.121  gemini-2=0.120  gemini-p=0.131  gemini-p=0.124  gpt-3.5-=0.131  gpt-4-tu=0.344  gpt-4-tu=0.122  gpt-4.5-=0.117  gpt-4o=0.130  gpt-4o-m=0.136  llama-2-=0.122  llama-2-=0.116  llama-3.=0.117  llama-3.=0.143  ministra=0.124  mistral-=0.107  mixtral-=0.136  o3-mini=0.132  qwen1.5-=0.123  text-bis=0.112
2026-04-13 13:19:23,926  INFO  [Step  154/200]  det=skip  para=0.0000  raw_rwd=0.1256Β±0.0112  rwd=0.1256
2026-04-13 13:19:23,926  INFO    per-gen rewards: deepseek=0.119  falcon3-=0.125  gemini-1=0.120  gemini-2=0.125  gemini-p=0.136  gemini-p=0.112  gpt-3.5-=0.132  gpt-4-tu=0.135  gpt-4-tu=0.153  gpt-4.5-=0.134  gpt-4o=0.125  gpt-4o-m=0.124  llama-2-=0.110  llama-2-=0.133  llama-3.=0.116  llama-3.=0.117  ministra=0.130  mistral-=0.127  mixtral-=0.120  o3-mini=0.132  qwen1.5-=0.128  text-bis=0.136
2026-04-13 13:19:38,460  INFO  [Step  155/200]  det=skip  para=0.0000  raw_rwd=0.1246Β±0.0099  rwd=0.1246
2026-04-13 13:19:38,460  INFO    per-gen rewards: deepseek=0.131  falcon3-=0.124  gemini-1=0.127  gemini-2=0.127  gemini-p=0.123  gemini-p=0.113  gpt-3.5-=0.121  gpt-4-tu=0.127  gpt-4-tu=0.137  gpt-4.5-=0.119  gpt-4o=0.119  gpt-4o-m=0.120  llama-2-=0.113  llama-2-=0.143  llama-3.=0.132  llama-3.=0.122  ministra=0.121  mistral-=0.133  mixtral-=0.120  o3-mini=0.129  qwen1.5-=0.124  text-bis=0.121
2026-04-13 13:24:21,864  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:24:21,864  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:24:21,864  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:24:21,864  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:24:21,864  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:24:21,864  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:24:21,864  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:24:21,864  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:24:21,864  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:24:21,864  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:24:21,864  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:24:21,864  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:24:21,864  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:24:21,864  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:24:21,864  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:24:21,864  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:24:21,864  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:24:21,865  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:24:21,865  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:24:21,865  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:24:21,865  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:24:21,865  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:24:21,865  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:24:21,865  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:24:21,865  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:24:21,865  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:24:21,865  INFO    β”‚  article_deletion            0.9980  ~
2026-04-13 13:24:21,865  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:24:21,865  INFO    β”‚  misspelling                 0.9994  ~
2026-04-13 13:24:21,865  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:24:21,865  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 13:24:21,865  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:24:21,865  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:24:21,865  INFO    No improvement (24/25)  best=0.9960

2026-04-13 13:24:36,985  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:24:36,985  INFO  [Step  156/200]  det=skip  para=0.0000  raw_rwd=0.1277Β±0.0131  rwd=0.1277
2026-04-13 13:24:36,985  INFO    per-gen rewards: deepseek=0.117  falcon3-=0.123  gemini-1=0.127  gemini-2=0.121  gemini-p=0.131  gemini-p=0.140  gpt-3.5-=0.128  gpt-4-tu=0.112  gpt-4-tu=0.120  gpt-4.5-=0.152  gpt-4o=0.125  gpt-4o-m=0.135  llama-2-=0.127  llama-2-=0.113  llama-3.=0.126  llama-3.=0.131  ministra=0.140  mistral-=0.134  mixtral-=0.127  o3-mini=0.128  qwen1.5-=0.133  text-bis=0.122
2026-04-13 13:24:51,708  INFO  [Step  157/200]  det=skip  para=0.0000  raw_rwd=0.1241Β±0.0104  rwd=0.1241
2026-04-13 13:24:51,708  INFO    per-gen rewards: deepseek=0.126  falcon3-=0.126  gemini-1=0.125  gemini-2=0.123  gemini-p=0.118  gemini-p=0.117  gpt-3.5-=0.122  gpt-4-tu=0.118  gpt-4-tu=0.124  gpt-4.5-=0.118  gpt-4o=0.124  gpt-4o-m=0.125  llama-2-=0.113  llama-2-=0.114  llama-3.=0.125  llama-3.=0.139  ministra=0.121  mistral-=0.113  mixtral-=0.124  o3-mini=0.129  qwen1.5-=0.108  text-bis=0.151
2026-04-13 13:25:06,408  INFO  [Step  158/200]  det=skip  para=0.0164  raw_rwd=0.1241Β±0.0099  rwd=0.1241
2026-04-13 13:25:06,409  INFO    per-gen rewards: deepseek=0.125  falcon3-=0.126  gemini-1=0.118  gemini-2=0.125  gemini-p=0.131  gemini-p=0.119  gpt-3.5-=0.121  gpt-4-tu=0.130  gpt-4-tu=0.132  gpt-4.5-=0.120  gpt-4o=0.125  gpt-4o-m=0.132  llama-2-=0.115  llama-2-=0.128  llama-3.=0.124  llama-3.=0.123  ministra=0.118  mistral-=0.131  mixtral-=0.118  o3-mini=0.123  qwen1.5-=0.128  text-bis=0.131
2026-04-13 13:25:21,056  INFO    ⚠ AUROC=0.9960 > threshold=0.995 β†’ freezing detector for 3 steps
2026-04-13 13:25:21,056  INFO  [Step  159/200]  det=skip  para=-0.0000  raw_rwd=0.1241Β±0.0109  rwd=0.1241
2026-04-13 13:25:21,056  INFO    per-gen rewards: deepseek=0.121  falcon3-=0.117  gemini-1=0.117  gemini-2=0.137  gemini-p=0.122  gemini-p=0.121  gpt-3.5-=0.122  gpt-4-tu=0.113  gpt-4-tu=0.137  gpt-4.5-=0.125  gpt-4o=0.126  gpt-4o-m=0.129  llama-2-=0.123  llama-2-=0.109  llama-3.=0.125  llama-3.=0.122  ministra=0.121  mistral-=0.137  mixtral-=0.121  o3-mini=0.121  qwen1.5-=0.135  text-bis=0.137
2026-04-13 13:25:35,780  INFO  [Step  160/200]  det=skip  para=0.0632  raw_rwd=0.1274Β±0.0221  rwd=0.1274
2026-04-13 13:25:35,780  INFO    per-gen rewards: deepseek=0.138  falcon3-=0.118  gemini-1=0.122  gemini-2=0.125  gemini-p=0.129  gemini-p=0.130  gpt-3.5-=0.155  gpt-4-tu=0.139  gpt-4-tu=0.137  gpt-4.5-=0.125  gpt-4o=0.122  gpt-4o-m=0.124  llama-2-=0.129  llama-2-=0.108  llama-3.=0.119  llama-3.=0.112  ministra=0.127  mistral-=0.139  mixtral-=0.142  o3-mini=0.122  qwen1.5-=0.118  text-bis=0.129
2026-04-13 13:30:19,706  INFO    β”Œβ”€ Generator AUROC ────────────────────────────┐
2026-04-13 13:30:19,706  INFO    β”‚  MACRO_AVG                   0.9960 β—„
2026-04-13 13:30:19,706  INFO    β”‚  deepseek-r1-distill-qwen-32b  0.9998
2026-04-13 13:30:19,706  INFO    β”‚  falcon3-10b-instruct        0.9992
2026-04-13 13:30:19,706  INFO    β”‚  gemini-1.5-pro              0.9689
2026-04-13 13:30:19,706  INFO    β”‚  gemini-2.0-flash            0.9998
2026-04-13 13:30:19,706  INFO    β”‚  gemini-pro                  0.9851
2026-04-13 13:30:19,706  INFO    β”‚  gemini-pro-paraphrase       0.9884
2026-04-13 13:30:19,706  INFO    β”‚  gpt-3.5-turbo               0.9999
2026-04-13 13:30:19,706  INFO    β”‚  gpt-4-turbo                 1.0000
2026-04-13 13:30:19,707  INFO    β”‚  gpt-4-turbo-paraphrase      0.9963
2026-04-13 13:30:19,707  INFO    β”‚  gpt-4.5-preview             0.9980
2026-04-13 13:30:19,707  INFO    β”‚  gpt-4o                      0.9999
2026-04-13 13:30:19,707  INFO    β”‚  gpt-4o-mini                 0.9999
2026-04-13 13:30:19,707  INFO    β”‚  llama-2-70b-chat            0.9974
2026-04-13 13:30:19,707  INFO    β”‚  llama-2-7b-chat             0.9967
2026-04-13 13:30:19,707  INFO    β”‚  llama-3.1-8b-instruct       0.9929
2026-04-13 13:30:19,707  INFO    β”‚  llama-3.3-70b-instruct      0.9993
2026-04-13 13:30:19,707  INFO    β”‚  ministral-8b-instruct-2410  0.9997
2026-04-13 13:30:19,707  INFO    β”‚  mistral-7b-instruct-v0.2    0.9965
2026-04-13 13:30:19,707  INFO    β”‚  mixtral-8x7b-instruct-v0.1  0.9947
2026-04-13 13:30:19,707  INFO    β”‚  o3-mini                     0.9999
2026-04-13 13:30:19,707  INFO    β”‚  qwen1.5-72b-chat-8bit       0.9995
2026-04-13 13:30:19,707  INFO    β”‚  text-bison-002              0.9992
2026-04-13 13:30:19,707  INFO    β”‚  (prev best)                  0.9960
2026-04-13 13:30:19,707  INFO    β”œβ”€ Attack AUROC (robustness) ──────────────────
2026-04-13 13:30:19,707  INFO    β”‚  article_deletion            0.9980  ~
2026-04-13 13:30:19,707  INFO    β”‚  homoglyphs                  1.0000  ~
2026-04-13 13:30:19,707  INFO    β”‚  misspelling                 0.9995  ~
2026-04-13 13:30:19,707  INFO    β”‚  no_attack                   0.9966  ~
2026-04-13 13:30:19,707  INFO    β”‚  synonym_replacement         0.9997  ~
2026-04-13 13:30:19,707  INFO    β”‚  t5_paraphrase               1.0000  ~
2026-04-13 13:30:19,707  INFO    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
2026-04-13 13:30:19,707  INFO    No improvement (25/25)  best=0.9960

2026-04-13 13:30:19,707  INFO  Early stopping triggered.

2026-04-13 13:30:19,707  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 13:30:19,707  INFO    Done.  Best macro AUROC = 0.9960
2026-04-13 13:30:19,707  INFO    Detector    β†’ ./adal_panclef/best_detector
2026-04-13 13:30:19,707  INFO    Paraphraser β†’ ./adal_panclef/best_paraphraser
2026-04-13 13:30:19,707  INFO    Gen AUROC   β†’ ./adal_panclef/per_generator_auroc.tsv
2026-04-13 13:30:19,707  INFO    Atk AUROC   β†’ ./adal_panclef/per_attack_auroc.tsv
2026-04-13 13:30:19,707  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 13:30:19,707  INFO  
════════════════════════════════════════════════════════════════════════
2026-04-13 13:30:19,707  INFO    FINAL EVALUATION ON VALIDATION SET (best checkpoint)
2026-04-13 13:30:19,707  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 13:30:19,707  INFO  Loading detector 'roberta-large' …
2026-04-13 13:30:19,912  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/tokenizer_config.json "HTTP/1.1 200 OK"
2026-04-13 13:30:20,031  INFO  HTTP Request: GET https://huggingface.co/api/models/roberta-large/tree/main/additional_chat_templates?recursive=false&expand=false "HTTP/1.1 307 Temporary Redirect"
2026-04-13 13:30:20,147  INFO  HTTP Request: GET https://huggingface.co/api/models/FacebookAI/roberta-large/tree/main/additional_chat_templates?recursive=false&expand=false "HTTP/1.1 404 Not Found"
2026-04-13 13:30:20,261  INFO  HTTP Request: GET https://huggingface.co/api/models/roberta-large/tree/main?recursive=true&expand=false "HTTP/1.1 307 Temporary Redirect"
2026-04-13 13:30:20,379  INFO  HTTP Request: GET https://huggingface.co/api/models/FacebookAI/roberta-large/tree/main?recursive=true&expand=false "HTTP/1.1 200 OK"
2026-04-13 13:30:20,684  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/config.json "HTTP/1.1 200 OK"
2026-04-13 13:30:20,823  INFO  HTTP Request: HEAD https://huggingface.co/roberta-large/resolve/main/model.safetensors "HTTP/1.1 302 Found"
2026-04-13 13:30:21,809  INFO    Running full validation evaluation ...
2026-04-13 13:31:51,489  INFO  
  ╔════════════════════════════════════════════════════╗
2026-04-13 13:31:51,489  INFO    β•‘  FULL VALIDATION METRICS  (threshold=0.50)         β•‘
2026-04-13 13:31:51,489  INFO    ╠────────────────────────────────────────────────────╣
2026-04-13 13:31:51,489  INFO    β•‘  Total human :  1,277    Total AI :  2,312        β•‘
2026-04-13 13:31:51,489  INFO    β•‘  TP=2,227  TN=1,270  FP=    7  FN=   85         β•‘
2026-04-13 13:31:51,489  INFO    ╠────────────────────────────────────────────────────╣
2026-04-13 13:31:51,489  INFO    β•‘  Precision   : 0.9969                               β•‘
2026-04-13 13:31:51,489  INFO    β•‘  Recall      : 0.9632                               β•‘
2026-04-13 13:31:51,489  INFO    β•‘  F1-score    : 0.9798                               β•‘
2026-04-13 13:31:51,489  INFO    β•‘  AUROC       : 0.9969                               β•‘
2026-04-13 13:31:51,489  INFO    ╠────────────────────────────────────────────────────╣
2026-04-13 13:31:51,490  INFO    β•‘  Per-generator AUROC:                                β•‘
2026-04-13 13:31:51,490  INFO    β•‘    deepseek-r1-distill-qwen-32b    0.9998              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    falcon3-10b-instruct            0.9992              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gemini-1.5-pro                  0.9689              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gemini-2.0-flash                0.9998              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gemini-pro                      0.9851              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gemini-pro-paraphrase           0.9884              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-3.5-turbo                   0.9999              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-4-turbo                     1.0000              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-4-turbo-paraphrase          0.9963              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-4.5-preview                 0.9980              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-4o                          0.9999              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    gpt-4o-mini                     0.9999              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    llama-2-70b-chat                0.9974              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    llama-2-7b-chat                 0.9967              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    llama-3.1-8b-instruct           0.9929              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    llama-3.3-70b-instruct          0.9993              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    ministral-8b-instruct-2410      0.9997              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    mistral-7b-instruct-v0.2        0.9965              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    mixtral-8x7b-instruct-v0.1      0.9947              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    o3-mini                         0.9999              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    qwen1.5-72b-chat-8bit           0.9995              β•‘
2026-04-13 13:31:51,490  INFO    β•‘    text-bison-002                  0.9992              β•‘
2026-04-13 13:31:51,490  INFO    β•‘  Macro avg AUROC : 0.9960                         β•‘
2026-04-13 13:31:51,490  INFO    β•šβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•

2026-04-13 13:31:51,491  INFO    Metrics saved β†’ ./adal_panclef/validation_metrics.tsv
2026-04-13 13:31:51,491  INFO  ════════════════════════════════════════════════════════════════════════
2026-04-13 13:31:51,491  INFO  
── Pushing to HuggingFace Hub (trigger=final) ──
2026-04-13 13:31:51,694  INFO  HTTP Request: GET https://huggingface.co/api/whoami-v2 "HTTP/1.1 200 OK"
2026-04-13 13:31:51,811  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF "HTTP/1.1 200 OK"
2026-04-13 13:31:51,812  INFO    Repo exists: Shushant/ADAL-Detector-PANCLEF
2026-04-13 13:31:51,951  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL_PAN-t5-paraphraser "HTTP/1.1 200 OK"
2026-04-13 13:31:51,952  INFO    Repo exists: Shushant/ADAL_PAN-t5-paraphraser
2026-04-13 13:31:51,953  INFO    Uploading detector β†’ Shushant/ADAL-Detector-PANCLEF …
2026-04-13 13:31:52,067  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 13:31:53,175  INFO  HTTP Request: POST https://huggingface.co/api/validate-yaml "HTTP/1.1 200 OK"
2026-04-13 13:31:53,326  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 13:31:53,459  INFO  HTTP Request: POST https://huggingface.co/Shushant/ADAL-Detector-PANCLEF.git/info/lfs/objects/batch "HTTP/1.1 200 OK"
2026-04-13 13:31:53,586  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/xet-write-token/main "HTTP/1.1 200 OK"
2026-04-13 13:31:59,200  WARNING  No files have been modified since last commit. Skipping to prevent empty commit.
2026-04-13 13:31:59,524  INFO  HTTP Request: GET https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/revision/main "HTTP/1.1 200 OK"
2026-04-13 13:31:59,689  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 13:32:01,144  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 13:32:01,284  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"
2026-04-13 13:32:01,985  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/commit/main "HTTP/1.1 200 OK"
2026-04-13 13:32:02,113  INFO  HTTP Request: POST https://huggingface.co/api/models/Shushant/ADAL-Detector-PANCLEF/preupload/main "HTTP/1.1 200 OK"