qwen36-moe-coding-expert-saliency / policies /combined_top_20pct_global_experts.atx.json
sjakek's picture
Add portable ATX global expert residency policies
902e4a3 verified
{
"schema_version": "atx-moe-residency-policy-v1",
"policy_name": "combined_top_20pct_global_experts",
"intended_runtime": "ATX llama.cpp fork with --moe-residency-policy",
"model_family": "Qwen3.6-35B-A3B-GGUF",
"basis": "Normalized mean global expert importance across SciCode MVP and Terminal-Bench Hard real-agent traces, aggregated across layers.",
"important_caveat": "Expert-only policies keep the same expert IDs hot across every MoE layer; this is more portable but less targeted than layer-expert policies.",
"selection": {
"percent_of_total_experts": 20,
"selected_experts": 52,
"total_experts": 256,
"rank_metric": "mean_importance_share",
"cumulative_mean_importance_share": 0.444195454634,
"cumulative_scicode_importance_share": 0.523796617741,
"cumulative_terminal_bench_hard_agent_importance_share": 0.364594291526,
"cumulative_mean_activation_share": 0.248163755236
},
"source_artifacts": {
"scicode_heatmap": "/Users/jkooker/Documents/Codex/2026-05-18/does-llama-cpp-allow-you-to/mvp_expert_heatmap.parquet",
"terminal_bench_hard_agent_heatmap": "/Users/jkooker/Documents/Codex/2026-05-18/does-llama-cpp-allow-you-to/terminal_bench_hard_agent_expert_heatmap.parquet",
"combined_report": "/Users/jkooker/Documents/Codex/2026-05-18/does-llama-cpp-allow-you-to/combined_coding_expert_analysis.html"
},
"created_utc": "2026-05-21T15:53:57.617983+00:00",
"keep_experts": [
1,
12,
14,
15,
16,
22,
31,
33,
52,
53,
57,
58,
64,
72,
73,
74,
75,
78,
89,
90,
91,
96,
102,
103,
117,
118,
121,
130,
133,
134,
140,
146,
150,
158,
160,
162,
166,
169,
175,
192,
198,
199,
201,
202,
209,
221,
226,
227,
230,
233,
251,
254
],
"keep_experts_ranked": [
{
"expert": 103,
"rank": 1,
"mean_importance_share": 0.018026533455,
"cumulative_mean_importance_share": 0.018026533455,
"scicode_importance_share": 0.010324916369,
"terminal_bench_hard_agent_importance_share": 0.025728150542,
"min_importance_share": 0.010324916369,
"mean_activation_share": 0.004380988809,
"mean_router_weight_share": 0.004716243051,
"mean_contribution_l1_share": 0.011379741011
},
{
"expert": 209,
"rank": 2,
"mean_importance_share": 0.01459241028,
"cumulative_mean_importance_share": 0.032618943735,
"scicode_importance_share": 0.02295073649,
"terminal_bench_hard_agent_importance_share": 0.00623408407,
"min_importance_share": 0.00623408407,
"mean_activation_share": 0.005470187305,
"mean_router_weight_share": 0.005386549863,
"mean_contribution_l1_share": 0.006254329232
},
{
"expert": 134,
"rank": 3,
"mean_importance_share": 0.01403541697,
"cumulative_mean_importance_share": 0.046654360705,
"scicode_importance_share": 0.011749901843,
"terminal_bench_hard_agent_importance_share": 0.016320932097,
"min_importance_share": 0.011749901843,
"mean_activation_share": 0.006762549166,
"mean_router_weight_share": 0.006898947029,
"mean_contribution_l1_share": 0.008144927824
},
{
"expert": 64,
"rank": 4,
"mean_importance_share": 0.012432485347,
"cumulative_mean_importance_share": 0.059086846052,
"scicode_importance_share": 0.015836905625,
"terminal_bench_hard_agent_importance_share": 0.009028065068,
"min_importance_share": 0.009028065068,
"mean_activation_share": 0.006379209004,
"mean_router_weight_share": 0.006438027496,
"mean_contribution_l1_share": 0.008175150527
},
{
"expert": 33,
"rank": 5,
"mean_importance_share": 0.012368950789,
"cumulative_mean_importance_share": 0.07145579684,
"scicode_importance_share": 0.007101219831,
"terminal_bench_hard_agent_importance_share": 0.017636681746,
"min_importance_share": 0.007101219831,
"mean_activation_share": 0.003741522742,
"mean_router_weight_share": 0.004493408161,
"mean_contribution_l1_share": 0.006661214258
},
{
"expert": 31,
"rank": 6,
"mean_importance_share": 0.012269240423,
"cumulative_mean_importance_share": 0.083725037263,
"scicode_importance_share": 0.020988011288,
"terminal_bench_hard_agent_importance_share": 0.003550469557,
"min_importance_share": 0.003550469557,
"mean_activation_share": 0.004729239534,
"mean_router_weight_share": 0.004917732661,
"mean_contribution_l1_share": 0.007368161048
},
{
"expert": 150,
"rank": 7,
"mean_importance_share": 0.011682526536,
"cumulative_mean_importance_share": 0.095407563799,
"scicode_importance_share": 0.007252212767,
"terminal_bench_hard_agent_importance_share": 0.016112840305,
"min_importance_share": 0.007252212767,
"mean_activation_share": 0.003417557789,
"mean_router_weight_share": 0.004034853641,
"mean_contribution_l1_share": 0.005410923833
},
{
"expert": 16,
"rank": 8,
"mean_importance_share": 0.011618126823,
"cumulative_mean_importance_share": 0.107025690622,
"scicode_importance_share": 0.006431706459,
"terminal_bench_hard_agent_importance_share": 0.016804547187,
"min_importance_share": 0.006431706459,
"mean_activation_share": 0.003305524438,
"mean_router_weight_share": 0.004213520633,
"mean_contribution_l1_share": 0.005608378469
},
{
"expert": 117,
"rank": 9,
"mean_importance_share": 0.011577955689,
"cumulative_mean_importance_share": 0.118603646311,
"scicode_importance_share": 0.010742939048,
"terminal_bench_hard_agent_importance_share": 0.012412972329,
"min_importance_share": 0.010742939048,
"mean_activation_share": 0.007038091031,
"mean_router_weight_share": 0.007086201529,
"mean_contribution_l1_share": 0.00654272044
},
{
"expert": 221,
"rank": 10,
"mean_importance_share": 0.011427008512,
"cumulative_mean_importance_share": 0.130030654823,
"scicode_importance_share": 0.020874508228,
"terminal_bench_hard_agent_importance_share": 0.001979508797,
"min_importance_share": 0.001979508797,
"mean_activation_share": 0.004545664971,
"mean_router_weight_share": 0.005164511866,
"mean_contribution_l1_share": 0.003947023386
},
{
"expert": 118,
"rank": 11,
"mean_importance_share": 0.010871063872,
"cumulative_mean_importance_share": 0.140901718695,
"scicode_importance_share": 0.015209415295,
"terminal_bench_hard_agent_importance_share": 0.006532712448,
"min_importance_share": 0.006532712448,
"mean_activation_share": 0.005493444333,
"mean_router_weight_share": 0.005621833304,
"mean_contribution_l1_share": 0.006823169726
},
{
"expert": 130,
"rank": 12,
"mean_importance_share": 0.010466860603,
"cumulative_mean_importance_share": 0.151368579298,
"scicode_importance_share": 0.018649334253,
"terminal_bench_hard_agent_importance_share": 0.002284386953,
"min_importance_share": 0.002284386953,
"mean_activation_share": 0.006402820578,
"mean_router_weight_share": 0.006972743705,
"mean_contribution_l1_share": 0.005905821953
},
{
"expert": 230,
"rank": 13,
"mean_importance_share": 0.010327184315,
"cumulative_mean_importance_share": 0.161695763613,
"scicode_importance_share": 0.018919214099,
"terminal_bench_hard_agent_importance_share": 0.00173515453,
"min_importance_share": 0.00173515453,
"mean_activation_share": 0.003713784148,
"mean_router_weight_share": 0.003772842976,
"mean_contribution_l1_share": 0.005549382797
},
{
"expert": 1,
"rank": 14,
"mean_importance_share": 0.009062479539,
"cumulative_mean_importance_share": 0.170758243152,
"scicode_importance_share": 0.009387725419,
"terminal_bench_hard_agent_importance_share": 0.008737233658,
"min_importance_share": 0.008737233658,
"mean_activation_share": 0.006320678983,
"mean_router_weight_share": 0.006729563559,
"mean_contribution_l1_share": 0.006426502466
},
{
"expert": 169,
"rank": 15,
"mean_importance_share": 0.008997681537,
"cumulative_mean_importance_share": 0.179755924689,
"scicode_importance_share": 0.014121137074,
"terminal_bench_hard_agent_importance_share": 0.003874226001,
"min_importance_share": 0.003874226001,
"mean_activation_share": 0.004362281262,
"mean_router_weight_share": 0.004410010995,
"mean_contribution_l1_share": 0.005282287701
},
{
"expert": 14,
"rank": 16,
"mean_importance_share": 0.008887251444,
"cumulative_mean_importance_share": 0.188643176134,
"scicode_importance_share": 0.005910866816,
"terminal_bench_hard_agent_importance_share": 0.011863636073,
"min_importance_share": 0.005910866816,
"mean_activation_share": 0.003784260136,
"mean_router_weight_share": 0.00398310445,
"mean_contribution_l1_share": 0.004719513625
},
{
"expert": 74,
"rank": 17,
"mean_importance_share": 0.008791120883,
"cumulative_mean_importance_share": 0.197434297017,
"scicode_importance_share": 0.006184402136,
"terminal_bench_hard_agent_importance_share": 0.011397839631,
"min_importance_share": 0.006184402136,
"mean_activation_share": 0.004991456352,
"mean_router_weight_share": 0.005587600954,
"mean_contribution_l1_share": 0.007475901539
},
{
"expert": 140,
"rank": 18,
"mean_importance_share": 0.008595047666,
"cumulative_mean_importance_share": 0.206029344682,
"scicode_importance_share": 0.012838389296,
"terminal_bench_hard_agent_importance_share": 0.004351706035,
"min_importance_share": 0.004351706035,
"mean_activation_share": 0.004851471505,
"mean_router_weight_share": 0.005102373315,
"mean_contribution_l1_share": 0.004769665351
},
{
"expert": 202,
"rank": 19,
"mean_importance_share": 0.008515898958,
"cumulative_mean_importance_share": 0.214545243641,
"scicode_importance_share": 0.005370439428,
"terminal_bench_hard_agent_importance_share": 0.011661358488,
"min_importance_share": 0.005370439428,
"mean_activation_share": 0.005384698503,
"mean_router_weight_share": 0.005272965902,
"mean_contribution_l1_share": 0.005587392159
},
{
"expert": 90,
"rank": 20,
"mean_importance_share": 0.008499603041,
"cumulative_mean_importance_share": 0.223044846681,
"scicode_importance_share": 0.014195152046,
"terminal_bench_hard_agent_importance_share": 0.002804054035,
"min_importance_share": 0.002804054035,
"mean_activation_share": 0.005749812787,
"mean_router_weight_share": 0.006015010997,
"mean_contribution_l1_share": 0.005209913548
},
{
"expert": 52,
"rank": 21,
"mean_importance_share": 0.008470928366,
"cumulative_mean_importance_share": 0.231515775047,
"scicode_importance_share": 0.015364206317,
"terminal_bench_hard_agent_importance_share": 0.001577650414,
"min_importance_share": 0.001577650414,
"mean_activation_share": 0.003511598918,
"mean_router_weight_share": 0.003712474174,
"mean_contribution_l1_share": 0.005427013368
},
{
"expert": 166,
"rank": 22,
"mean_importance_share": 0.008460823586,
"cumulative_mean_importance_share": 0.239976598633,
"scicode_importance_share": 0.008992251745,
"terminal_bench_hard_agent_importance_share": 0.007929395426,
"min_importance_share": 0.007929395426,
"mean_activation_share": 0.005429410568,
"mean_router_weight_share": 0.005769142175,
"mean_contribution_l1_share": 0.004852477677
},
{
"expert": 73,
"rank": 23,
"mean_importance_share": 0.00830474794,
"cumulative_mean_importance_share": 0.248281346572,
"scicode_importance_share": 0.012718088096,
"terminal_bench_hard_agent_importance_share": 0.003891407783,
"min_importance_share": 0.003891407783,
"mean_activation_share": 0.004673111084,
"mean_router_weight_share": 0.004656129445,
"mean_contribution_l1_share": 0.004991412279
},
{
"expert": 201,
"rank": 24,
"mean_importance_share": 0.008231449311,
"cumulative_mean_importance_share": 0.256512795883,
"scicode_importance_share": 0.013077588881,
"terminal_bench_hard_agent_importance_share": 0.003385309741,
"min_importance_share": 0.003385309741,
"mean_activation_share": 0.005220120985,
"mean_router_weight_share": 0.00572017025,
"mean_contribution_l1_share": 0.00582093417
},
{
"expert": 233,
"rank": 25,
"mean_importance_share": 0.008026142957,
"cumulative_mean_importance_share": 0.264538938841,
"scicode_importance_share": 0.001632155446,
"terminal_bench_hard_agent_importance_share": 0.014420130469,
"min_importance_share": 0.001632155446,
"mean_activation_share": 0.005314602776,
"mean_router_weight_share": 0.005355177056,
"mean_contribution_l1_share": 0.005098882104
},
{
"expert": 146,
"rank": 26,
"mean_importance_share": 0.00799973778,
"cumulative_mean_importance_share": 0.272538676621,
"scicode_importance_share": 0.011718958466,
"terminal_bench_hard_agent_importance_share": 0.004280517095,
"min_importance_share": 0.004280517095,
"mean_activation_share": 0.003492446151,
"mean_router_weight_share": 0.003489513724,
"mean_contribution_l1_share": 0.005006092539
},
{
"expert": 121,
"rank": 27,
"mean_importance_share": 0.007893121634,
"cumulative_mean_importance_share": 0.280431798256,
"scicode_importance_share": 0.012948707958,
"terminal_bench_hard_agent_importance_share": 0.002837535311,
"min_importance_share": 0.002837535311,
"mean_activation_share": 0.005464369423,
"mean_router_weight_share": 0.005600583714,
"mean_contribution_l1_share": 0.005326168
},
{
"expert": 96,
"rank": 28,
"mean_importance_share": 0.007554130329,
"cumulative_mean_importance_share": 0.287985928585,
"scicode_importance_share": 0.011630165012,
"terminal_bench_hard_agent_importance_share": 0.003478095646,
"min_importance_share": 0.003478095646,
"mean_activation_share": 0.003865932851,
"mean_router_weight_share": 0.003980789978,
"mean_contribution_l1_share": 0.00547603232
},
{
"expert": 251,
"rank": 29,
"mean_importance_share": 0.007442892024,
"cumulative_mean_importance_share": 0.295428820608,
"scicode_importance_share": 0.011096913818,
"terminal_bench_hard_agent_importance_share": 0.003788870229,
"min_importance_share": 0.003788870229,
"mean_activation_share": 0.005375609032,
"mean_router_weight_share": 0.005633801312,
"mean_contribution_l1_share": 0.006267631483
},
{
"expert": 53,
"rank": 30,
"mean_importance_share": 0.007393277569,
"cumulative_mean_importance_share": 0.302822098177,
"scicode_importance_share": 0.009028535471,
"terminal_bench_hard_agent_importance_share": 0.005758019668,
"min_importance_share": 0.005758019668,
"mean_activation_share": 0.005418657866,
"mean_router_weight_share": 0.005456482342,
"mean_contribution_l1_share": 0.004842884211
},
{
"expert": 198,
"rank": 31,
"mean_importance_share": 0.007228381087,
"cumulative_mean_importance_share": 0.310050479265,
"scicode_importance_share": 0.006767553095,
"terminal_bench_hard_agent_importance_share": 0.00768920908,
"min_importance_share": 0.006767553095,
"mean_activation_share": 0.005564705578,
"mean_router_weight_share": 0.005610012631,
"mean_contribution_l1_share": 0.005376626328
},
{
"expert": 133,
"rank": 32,
"mean_importance_share": 0.007223374495,
"cumulative_mean_importance_share": 0.31727385376,
"scicode_importance_share": 0.006186911268,
"terminal_bench_hard_agent_importance_share": 0.008259837722,
"min_importance_share": 0.006186911268,
"mean_activation_share": 0.004979415602,
"mean_router_weight_share": 0.005303850665,
"mean_contribution_l1_share": 0.005410520508
},
{
"expert": 226,
"rank": 33,
"mean_importance_share": 0.007201935098,
"cumulative_mean_importance_share": 0.324475788858,
"scicode_importance_share": 0.010909040496,
"terminal_bench_hard_agent_importance_share": 0.003494829699,
"min_importance_share": 0.003494829699,
"mean_activation_share": 0.005392884068,
"mean_router_weight_share": 0.005275560924,
"mean_contribution_l1_share": 0.00598580147
},
{
"expert": 158,
"rank": 34,
"mean_importance_share": 0.007142858214,
"cumulative_mean_importance_share": 0.331618647072,
"scicode_importance_share": 0.004886627436,
"terminal_bench_hard_agent_importance_share": 0.009399088992,
"min_importance_share": 0.004886627436,
"mean_activation_share": 0.003958257938,
"mean_router_weight_share": 0.003773245291,
"mean_contribution_l1_share": 0.004072328825
},
{
"expert": 160,
"rank": 35,
"mean_importance_share": 0.007103162923,
"cumulative_mean_importance_share": 0.338721809995,
"scicode_importance_share": 0.007174626436,
"terminal_bench_hard_agent_importance_share": 0.00703169941,
"min_importance_share": 0.00703169941,
"mean_activation_share": 0.00540552485,
"mean_router_weight_share": 0.005998192473,
"mean_contribution_l1_share": 0.005432543005
},
{
"expert": 175,
"rank": 36,
"mean_importance_share": 0.006994923181,
"cumulative_mean_importance_share": 0.345716733176,
"scicode_importance_share": 0.006933463857,
"terminal_bench_hard_agent_importance_share": 0.007056382505,
"min_importance_share": 0.006933463857,
"mean_activation_share": 0.004522391909,
"mean_router_weight_share": 0.004609015607,
"mean_contribution_l1_share": 0.005248214638
},
{
"expert": 78,
"rank": 37,
"mean_importance_share": 0.006747957615,
"cumulative_mean_importance_share": 0.352464690791,
"scicode_importance_share": 0.010016071007,
"terminal_bench_hard_agent_importance_share": 0.003479844223,
"min_importance_share": 0.003479844223,
"mean_activation_share": 0.004265958968,
"mean_router_weight_share": 0.00437492305,
"mean_contribution_l1_share": 0.004956798684
},
{
"expert": 199,
"rank": 38,
"mean_importance_share": 0.0066678673,
"cumulative_mean_importance_share": 0.359132558091,
"scicode_importance_share": 0.009110368132,
"terminal_bench_hard_agent_importance_share": 0.004225366469,
"min_importance_share": 0.004225366469,
"mean_activation_share": 0.003053595998,
"mean_router_weight_share": 0.002947637996,
"mean_contribution_l1_share": 0.005078569412
},
{
"expert": 22,
"rank": 39,
"mean_importance_share": 0.006626232098,
"cumulative_mean_importance_share": 0.365758790189,
"scicode_importance_share": 0.001292965985,
"terminal_bench_hard_agent_importance_share": 0.011959498211,
"min_importance_share": 0.001292965985,
"mean_activation_share": 0.004854724967,
"mean_router_weight_share": 0.004976100413,
"mean_contribution_l1_share": 0.005796655975
},
{
"expert": 57,
"rank": 40,
"mean_importance_share": 0.006579524172,
"cumulative_mean_importance_share": 0.372338314361,
"scicode_importance_share": 0.008675947387,
"terminal_bench_hard_agent_importance_share": 0.004483100958,
"min_importance_share": 0.004483100958,
"mean_activation_share": 0.003801098531,
"mean_router_weight_share": 0.003887069244,
"mean_contribution_l1_share": 0.006570389087
},
{
"expert": 254,
"rank": 41,
"mean_importance_share": 0.006540268729,
"cumulative_mean_importance_share": 0.378878583089,
"scicode_importance_share": 0.001368427298,
"terminal_bench_hard_agent_importance_share": 0.011712110159,
"min_importance_share": 0.001368427298,
"mean_activation_share": 0.003658320906,
"mean_router_weight_share": 0.003535460686,
"mean_contribution_l1_share": 0.003856748413
},
{
"expert": 227,
"rank": 42,
"mean_importance_share": 0.006455113918,
"cumulative_mean_importance_share": 0.385333697007,
"scicode_importance_share": 0.00972691789,
"terminal_bench_hard_agent_importance_share": 0.003183309945,
"min_importance_share": 0.003183309945,
"mean_activation_share": 0.003767393386,
"mean_router_weight_share": 0.003922449831,
"mean_contribution_l1_share": 0.003465968068
},
{
"expert": 102,
"rank": 43,
"mean_importance_share": 0.006232458876,
"cumulative_mean_importance_share": 0.391566155883,
"scicode_importance_share": 0.010484495679,
"terminal_bench_hard_agent_importance_share": 0.001980422072,
"min_importance_share": 0.001980422072,
"mean_activation_share": 0.003880838537,
"mean_router_weight_share": 0.004055098928,
"mean_contribution_l1_share": 0.004459683469
},
{
"expert": 89,
"rank": 44,
"mean_importance_share": 0.006144308,
"cumulative_mean_importance_share": 0.397710463883,
"scicode_importance_share": 0.009122511884,
"terminal_bench_hard_agent_importance_share": 0.003166104116,
"min_importance_share": 0.003166104116,
"mean_activation_share": 0.004041722722,
"mean_router_weight_share": 0.004185251259,
"mean_contribution_l1_share": 0.005436871812
},
{
"expert": 58,
"rank": 45,
"mean_importance_share": 0.006065000791,
"cumulative_mean_importance_share": 0.403775464674,
"scicode_importance_share": 0.007050420062,
"terminal_bench_hard_agent_importance_share": 0.00507958152,
"min_importance_share": 0.00507958152,
"mean_activation_share": 0.005273630179,
"mean_router_weight_share": 0.005418871306,
"mean_contribution_l1_share": 0.004891398031
},
{
"expert": 12,
"rank": 46,
"mean_importance_share": 0.006035779329,
"cumulative_mean_importance_share": 0.409811244003,
"scicode_importance_share": 0.008202268667,
"terminal_bench_hard_agent_importance_share": 0.003869289992,
"min_importance_share": 0.003869289992,
"mean_activation_share": 0.005044125243,
"mean_router_weight_share": 0.005390222802,
"mean_contribution_l1_share": 0.004938947343
},
{
"expert": 192,
"rank": 47,
"mean_importance_share": 0.005956490291,
"cumulative_mean_importance_share": 0.415767734295,
"scicode_importance_share": 0.003617179212,
"terminal_bench_hard_agent_importance_share": 0.008295801371,
"min_importance_share": 0.003617179212,
"mean_activation_share": 0.00366447393,
"mean_router_weight_share": 0.004031164787,
"mean_contribution_l1_share": 0.005666588797
},
{
"expert": 72,
"rank": 48,
"mean_importance_share": 0.005863496754,
"cumulative_mean_importance_share": 0.421631231049,
"scicode_importance_share": 0.007695630587,
"terminal_bench_hard_agent_importance_share": 0.004031362921,
"min_importance_share": 0.004031362921,
"mean_activation_share": 0.005921729809,
"mean_router_weight_share": 0.00614402724,
"mean_contribution_l1_share": 0.007038053058
},
{
"expert": 162,
"rank": 49,
"mean_importance_share": 0.005781077788,
"cumulative_mean_importance_share": 0.427412308837,
"scicode_importance_share": 0.01012527411,
"terminal_bench_hard_agent_importance_share": 0.001436881466,
"min_importance_share": 0.001436881466,
"mean_activation_share": 0.004316942334,
"mean_router_weight_share": 0.004311078007,
"mean_contribution_l1_share": 0.004181023273
},
{
"expert": 91,
"rank": 50,
"mean_importance_share": 0.005610619931,
"cumulative_mean_importance_share": 0.433022928768,
"scicode_importance_share": 0.00635804848,
"terminal_bench_hard_agent_importance_share": 0.004863191381,
"min_importance_share": 0.004863191381,
"mean_activation_share": 0.004068434701,
"mean_router_weight_share": 0.004076254577,
"mean_contribution_l1_share": 0.005111958431
},
{
"expert": 15,
"rank": 51,
"mean_importance_share": 0.005602867317,
"cumulative_mean_importance_share": 0.438625796085,
"scicode_importance_share": 0.007031238558,
"terminal_bench_hard_agent_importance_share": 0.004174496077,
"min_importance_share": 0.004174496077,
"mean_activation_share": 0.00535662167,
"mean_router_weight_share": 0.005501494461,
"mean_contribution_l1_share": 0.005484436925
},
{
"expert": 75,
"rank": 52,
"mean_importance_share": 0.005569658549,
"cumulative_mean_importance_share": 0.444195454634,
"scicode_importance_share": 0.007813925194,
"terminal_bench_hard_agent_importance_share": 0.003325391904,
"min_importance_share": 0.003325391904,
"mean_activation_share": 0.004779860382,
"mean_router_weight_share": 0.004795778712,
"mean_contribution_l1_share": 0.004957513933
}
],
"keep_experts_compact": "1,12,14,15,16,22,31,33,52,53,57,58,64,72,73,74,75,78,89,90,91,96,102,103,117,118,121,130,133,134,140,146,150,158,160,162,166,169,175,192,198,199,201,202,209,221,226,227,230,233,251,254"
}