Clarify metric terminology and normalize model labels

README.md

@@ -34,3 +34,12 @@ leaderboard submission.
 The default dashboard chart keeps the maximum served context row for each local
 model family when both 131K and 262K variants exist. The context-specific rows
 remain available through the 131K, 262K, and all-row filters.
+
+Terminology used in the dashboard:
+
+- Model serving time: cumulative time spent waiting on LLM/vLLM calls, reported
+  per solved task.
+- End-to-end task time: full benchmark elapsed time, including agent
+  orchestration, shell/tool actions, setup, waits, and verifier flow.
+- vLLM decode-only: server-side generation speed, excluding orchestration and
+  tool latency.

assets/data/report-data.json

@@ -34,15 +34,15 @@
     "Smoke24 is intentionally small; variance views should be used when reading one-task deltas."
   ],
   "meta": {
-    "best_efficiency_label": "Ornith 35B GPTQ-Pro",
+    "best_efficiency_label": "Ornith 1.0 35B GPTQ-Pro 262K",
     "best_efficiency_llm_min_per_success": 3.54857145,
-    "best_local_label": "Qwopus 27B v2",
+    "best_local_label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
     "best_local_score": 17.0,
     "best_local_success_rate": 0.70833333,
     "corpus_id": "tb20-coder-smoke24-fast-success-failure-20260616",
     "hardware_context": "Local vLLM / LiteLLM residency runs in the RTX 3090 deployment context",
     "harness": "Terminal-Bench 2.0 Smoke24, Terminus-2, 30m task timeout, 32 CPU / 48 GiB sandbox",
-    "reference_label": "Qwen3.6 27B GPTQ",
+    "reference_label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
     "reference_model_id": "residency/vllm/qwen3.6-27b-gptq-pro-4bit",
     "report_date": "2026-06-29",
     "task_count": 24,
@@ -59,7 +59,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": null,
-      "label": "Qwen3.6 27B GPTQ",
+      "label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
       "llm_api_min": 126.77999498,
       "llm_efficiency_index": null,
       "llm_min_per_success": 9.055713927142858,
@@ -107,7 +107,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 3941083.0,
-      "label": "Qwopus 27B v2",
+      "label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
       "llm_api_min": 109.98287882,
       "llm_efficiency_index": 1.39973729,
       "llm_min_per_success": 6.46958111,
@@ -155,7 +155,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 15814878.0,
-      "label": "Qwopus 35B A3B",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 131K",
       "llm_api_min": 78.77177858,
       "llm_efficiency_index": 1.4944982,
       "llm_min_per_success": 6.05936758,
@@ -203,7 +203,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 22376725.0,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "llm_api_min": 153.0054446,
       "llm_efficiency_index": 0.82859793,
       "llm_min_per_success": 10.92896033,
@@ -251,7 +251,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 2223503.0,
-      "label": "Qwopus 27B coder",
+      "label": "Qwopus3.6 27B Coder GPTQ-Pro 131K",
       "llm_api_min": 123.67511317,
       "llm_efficiency_index": 1.09832694,
       "llm_min_per_success": 8.24500754,
@@ -299,7 +299,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 14790853.0,
-      "label": "Qwopus 35B A3B 262K",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 262K",
       "llm_api_min": 86.28562877,
       "llm_efficiency_index": 1.3643556,
       "llm_min_per_success": 6.63735606,
@@ -347,7 +347,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 7574557.0,
-      "label": "Ornith 35B GPTQ-Pro",
+      "label": "Ornith 1.0 35B GPTQ-Pro 262K",
       "llm_api_min": 60.32571458,
       "llm_efficiency_index": 2.55193225,
       "llm_min_per_success": 3.54857145,
@@ -395,7 +395,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 30565079.0,
-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "llm_api_min": 210.13186815,
       "llm_efficiency_index": 0.51714463,
       "llm_min_per_success": 17.51098901,
@@ -443,7 +443,7 @@
       "global_tb20_accuracy": null,
       "global_tb20_stderr": null,
       "input_tokens": 39982946.0,
-      "label": "Qwythos 9B AWQ",
+      "label": "Qwythos 9B AWQ 512K (experimental)",
       "llm_api_min": 120.4843348,
       "llm_efficiency_index": 0.75160924,
       "llm_min_per_success": 12.04843348,
@@ -634,7 +634,7 @@
       "decode_tps_from_decode_seconds": 43.188703370684735,
       "decode_tps_from_tpot": 44.53514244224961,
       "generation_tokens_completed": 400375.3288516658,
-      "label": "Qwen3.6 27B GPTQ",
+      "label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
       "model_id": "residency/vllm/qwen3.6-27b-gptq-pro-4bit",
       "prefill_tps": 1095.6526782015237,
       "prefix_cache_hit_ratio": 0.812897222488904,
@@ -649,7 +649,7 @@
       "decode_tps_from_decode_seconds": 43.31794442159101,
       "decode_tps_from_tpot": 44.16515697362538,
       "generation_tokens_completed": 361488.1214802095,
-      "label": "Qwopus 27B v2",
+      "label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-v2-gptq-pro-foem-4bit-g128-ns256-v2",
       "prefill_tps": 1052.6993810432198,
       "prefix_cache_hit_ratio": 0.8659611213346531,
@@ -664,7 +664,7 @@
       "decode_tps_from_decode_seconds": 152.12705290674882,
       "decode_tps_from_tpot": 153.8030887317905,
       "generation_tokens_completed": 710926.127408056,
-      "label": "Qwopus 35B A3B",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256",
       "prefill_tps": 4278.436112986577,
       "prefix_cache_hit_ratio": 0.9190618972798161,
@@ -679,7 +679,7 @@
       "decode_tps_from_decode_seconds": 149.64623197845253,
       "decode_tps_from_tpot": 150.96148404112074,
       "generation_tokens_completed": 1740105.7939339874,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro",
       "prefill_tps": 4170.88522557241,
       "prefix_cache_hit_ratio": 0.9303306403957701,
@@ -694,7 +694,7 @@
       "decode_tps_from_decode_seconds": 43.44241134479688,
       "decode_tps_from_tpot": 44.67982758189825,
       "generation_tokens_completed": 325001.39416983526,
-      "label": "Qwopus 27B coder",
+      "label": "Qwopus3.6 27B Coder GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-coder-gptq-pro-foem-4bit-g128-ns256",
       "prefill_tps": 1118.755051858144,
       "prefix_cache_hit_ratio": 0.805402162190603,
@@ -709,7 +709,7 @@
       "decode_tps_from_decode_seconds": 148.0994864785829,
       "decode_tps_from_tpot": 151.0700683961575,
       "generation_tokens_completed": 767431.5582226763,
-      "label": "Qwopus 35B A3B 262K",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 262K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "prefill_tps": 4310.08983294779,
       "prefix_cache_hit_ratio": 0.9212836173704322,
@@ -724,7 +724,7 @@
       "decode_tps_from_decode_seconds": 148.01683567055358,
       "decode_tps_from_tpot": 151.35689673759154,
       "generation_tokens_completed": 499146.18865318317,
-      "label": "Ornith 35B GPTQ-Pro",
+      "label": "Ornith 1.0 35B GPTQ-Pro 262K",
       "model_id": "residency/vllm/ornith-1.0-35b-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "prefill_tps": 4548.358294222596,
       "prefix_cache_hit_ratio": 0.8987710728022461,
@@ -739,7 +739,7 @@
       "decode_tps_from_decode_seconds": 143.99248177720298,
       "decode_tps_from_tpot": 145.29320542785467,
       "generation_tokens_completed": 1922179.1985472154,
-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro-ctx262k",
       "prefill_tps": 3735.848169437506,
       "prefix_cache_hit_ratio": 0.9366657895572358,
@@ -754,7 +754,7 @@
       "decode_tps_from_decode_seconds": 76.96788877530312,
       "decode_tps_from_tpot": 78.2830811516556,
       "generation_tokens_completed": 679484.8082818624,
-      "label": "Qwythos 9B AWQ",
+      "label": "Qwythos 9B AWQ 512K (experimental)",
       "model_id": "residency/vllm/qwythos-9b-claude-mythos-5-1m-awq-ctx512k",
       "prefill_tps": 2642.741025393479,
       "prefix_cache_hit_ratio": 0.9635856891433356,
@@ -827,7 +827,7 @@
     {
       "attempts": 1,
       "input_tokens": 72165.0,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro",
       "output_tokens": 9474.0,
       "parser_warning_count": 3,
@@ -842,7 +842,7 @@
     {
       "attempts": 1,
       "input_tokens": 32351.0,
-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro-ctx262k",
       "output_tokens": 10840.0,
       "parser_warning_count": 0,
@@ -857,7 +857,7 @@
     {
       "attempts": 1,
       "input_tokens": 9963.0,
-      "label": "Ornith 35B GPTQ-Pro",
+      "label": "Ornith 1.0 35B GPTQ-Pro 262K",
       "model_id": "residency/vllm/ornith-1.0-35b-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "output_tokens": 1454.0,
       "parser_warning_count": 1,
@@ -872,7 +872,7 @@
     {
       "attempts": 1,
       "input_tokens": 23113.0,
-      "label": "Qwen3.6 27B GPTQ",
+      "label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
       "model_id": "residency/vllm/qwen3.6-27b-gptq-pro-4bit",
       "output_tokens": 3253.0,
       "parser_warning_count": 0,
@@ -887,7 +887,7 @@
     {
       "attempts": 1,
       "input_tokens": 20300.0,
-      "label": "Qwopus 27B coder",
+      "label": "Qwopus3.6 27B Coder GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-coder-gptq-pro-foem-4bit-g128-ns256",
       "output_tokens": 2670.0,
       "parser_warning_count": 0,
@@ -902,7 +902,7 @@
     {
       "attempts": 1,
       "input_tokens": 17508.0,
-      "label": "Qwopus 27B v2",
+      "label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-v2-gptq-pro-foem-4bit-g128-ns256-v2",
       "output_tokens": 2501.0,
       "parser_warning_count": 0,
@@ -917,7 +917,7 @@
     {
       "attempts": 1,
       "input_tokens": 15135.0,
-      "label": "Qwopus 35B A3B",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256",
       "output_tokens": 2035.0,
       "parser_warning_count": 0,
@@ -932,7 +932,7 @@
     {
       "attempts": 1,
       "input_tokens": 73686.0,
-      "label": "Qwopus 35B A3B 262K",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 262K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "output_tokens": 8019.0,
       "parser_warning_count": 9,
@@ -947,7 +947,7 @@
     {
       "attempts": 1,
       "input_tokens": 43607.0,
-      "label": "Qwythos 9B AWQ",
+      "label": "Qwythos 9B AWQ 512K (experimental)",
       "model_id": "residency/vllm/qwythos-9b-claude-mythos-5-1m-awq-ctx512k",
       "output_tokens": 4922.0,
       "parser_warning_count": 0,
@@ -1022,7 +1022,7 @@
     {
       "attempts": 1,
       "input_tokens": 17687.0,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro",
       "output_tokens": 13910.0,
       "parser_warning_count": 2,
@@ -1037,7 +1037,7 @@
     {
       "attempts": 1,
       "input_tokens": 13326.0,
-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro-ctx262k",
       "output_tokens": 3348.0,
       "parser_warning_count": 0,
@@ -1052,7 +1052,7 @@
     {
       "attempts": 1,
       "input_tokens": 34018.0,
-      "label": "Ornith 35B GPTQ-Pro",
+      "label": "Ornith 1.0 35B GPTQ-Pro 262K",
       "model_id": "residency/vllm/ornith-1.0-35b-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "output_tokens": 7288.0,
       "parser_warning_count": 2,
@@ -1067,7 +1067,7 @@
     {
       "attempts": 1,
       "input_tokens": 14501.0,
-      "label": "Qwen3.6 27B GPTQ",
+      "label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
       "model_id": "residency/vllm/qwen3.6-27b-gptq-pro-4bit",
       "output_tokens": 3934.0,
       "parser_warning_count": 0,
@@ -1082,7 +1082,7 @@
     {
       "attempts": 1,
       "input_tokens": 6471.0,
-      "label": "Qwopus 27B coder",
+      "label": "Qwopus3.6 27B Coder GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-coder-gptq-pro-foem-4bit-g128-ns256",
       "output_tokens": 1419.0,
       "parser_warning_count": 0,
@@ -1097,7 +1097,7 @@
     {
       "attempts": 1,
       "input_tokens": 6040.0,
-      "label": "Qwopus 27B v2",
+      "label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-v2-gptq-pro-foem-4bit-g128-ns256-v2",
       "output_tokens": 1812.0,
       "parser_warning_count": 0,
@@ -1112,7 +1112,7 @@
     {
       "attempts": 1,
       "input_tokens": 208313.0,
-      "label": "Qwopus 35B A3B",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256",
       "output_tokens": 18128.0,
       "parser_warning_count": 3,
@@ -1127,7 +1127,7 @@
     {
       "attempts": 1,
       "input_tokens": 26251.0,
-      "label": "Qwopus 35B A3B 262K",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 262K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "output_tokens": 6128.0,
       "parser_warning_count": 0,
@@ -1142,7 +1142,7 @@
     {
       "attempts": 1,
       "input_tokens": 35192.0,
-      "label": "Qwythos 9B AWQ",
+      "label": "Qwythos 9B AWQ 512K (experimental)",
       "model_id": "residency/vllm/qwythos-9b-claude-mythos-5-1m-awq-ctx512k",
       "output_tokens": 6487.0,
       "parser_warning_count": 2,
@@ -1217,7 +1217,7 @@
     {
       "attempts": 1,
       "input_tokens": 721232.0,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro",
       "output_tokens": 41853.0,
       "parser_warning_count": 0,
@@ -1232,7 +1232,7 @@
     {
       "attempts": 1,
       "input_tokens": 26733.0,
-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro-ctx262k",
       "output_tokens": 4939.0,
       "parser_warning_count": 0,
@@ -1247,7 +1247,7 @@
     {
       "attempts": 1,
       "input_tokens": 13361.0,
-      "label": "Ornith 35B GPTQ-Pro",
+      "label": "Ornith 1.0 35B GPTQ-Pro 262K",
       "model_id": "residency/vllm/ornith-1.0-35b-gptq-pro-foem-4bit-g128-ns256-ctx262k",
       "output_tokens": 1387.0,
       "parser_warning_count": 1,
@@ -1262,7 +1262,7 @@
     {
       "attempts": 1,
       "input_tokens": 19279.0,
-      "label": "Qwen3.6 27B GPTQ",
+      "label": "Qwen3.6 27B GPTQ-Pro 131K (ref)",
       "model_id": "residency/vllm/qwen3.6-27b-gptq-pro-4bit",
       "output_tokens": 2765.0,
       "parser_warning_count": 0,
@@ -1277,7 +1277,7 @@
     {
       "attempts": 1,
       "input_tokens": 40084.0,
-      "label": "Qwopus 27B coder",
+      "label": "Qwopus3.6 27B Coder GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-coder-gptq-pro-foem-4bit-g128-ns256",
       "output_tokens": 3305.0,
       "parser_warning_count": 1,
@@ -1292,7 +1292,7 @@
     {
       "attempts": 1,
       "input_tokens": 40763.0,
-      "label": "Qwopus 27B v2",
+      "label": "Qwopus3.6 27B v2 GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-27b-v2-gptq-pro-foem-4bit-g128-ns256-v2",
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       "parser_warning_count": 2,
@@ -1307,7 +1307,7 @@
     {
       "attempts": 1,
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-      "label": "Qwopus 35B A3B",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 131K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256",
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       "parser_warning_count": 0,
@@ -1322,7 +1322,7 @@
     {
       "attempts": 1,
       "input_tokens": 107508.0,
-      "label": "Qwopus 35B A3B 262K",
+      "label": "Qwopus3.6 35B-A3B GPTQ-Pro 262K",
       "model_id": "residency/vllm/qwopus3.6-35b-a3b-v1-gptq-pro-foem-4bit-g128-ns256-ctx262k",
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       "parser_warning_count": 4,
@@ -1337,7 +1337,7 @@
     {
       "attempts": 1,
       "input_tokens": 37647.0,
-      "label": "Qwythos 9B AWQ",
+      "label": "Qwythos 9B AWQ 512K (experimental)",
       "model_id": "residency/vllm/qwythos-9b-claude-mythos-5-1m-awq-ctx512k",
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       "parser_warning_count": 0,
@@ -1412,7 +1412,7 @@
     {
       "attempts": 1,
       "input_tokens": 22914.0,
-      "label": "Nex-N2 mini",
+      "label": "Nex-N2 Mini GPTQ-Pro 131K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro",
       "output_tokens": 4384.0,
       "parser_warning_count": 0,
@@ -1427,7 +1427,7 @@
     {
       "attempts": 1,
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-      "label": "Nex-N2 mini 262K",
+      "label": "Nex-N2 Mini GPTQ-Pro 262K",
       "model_id": "residency/vllm/nex-n2-mini-gptq-pro-ctx262k",
       "output_tokens": 3712.0,
       "parser_warning_count": 2,
@@ -1442,7 +1442,7 @@
     {
       "attempts": 1,
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