Datasets:
Formats:
csv
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
multi-agent-systems
llm-routing
cost-aware-inference
calibration
agent-collaboration
reasoning
License:
| setting_id,solver,setting,target,n_parseable,positive_n,prevalence,auroc,auprc | |
| omnimath2__competition_math_4181__gemma_4_31b,Gemma-4-31B-it,OmniMath,Baseline failure,4178,1279,0.3061,0.8012,0.5871 | |
| omnimath2__competition_math_4181__gemma_4_31b,Gemma-4-31B-it,OmniMath,Any collaboration improves over Baseline,4178,1098,0.2628,0.7828,0.5057 | |
| omnimath2__competition_math_4181__gemma_4_31b,Gemma-4-31B-it,OmniMath,PER first success,4178,268,0.0641,0.729,0.1255 | |
| omnimath2__competition_math_4181__gemma_4_31b,Gemma-4-31B-it,OmniMath,Broadcast-only success,4178,120,0.0287,0.7389,0.0626 | |
| omnimath2__competition_math_4181__gpt_oss_120b,gpt-oss-120b,OmniMath,Baseline failure,4151,1802,0.4341,0.8847,0.895 | |
| omnimath2__competition_math_4181__gpt_oss_120b,gpt-oss-120b,OmniMath,Any collaboration improves over Baseline,4151,1496,0.3604,0.8544,0.7683 | |
| omnimath2__competition_math_4181__gpt_oss_120b,gpt-oss-120b,OmniMath,PER first success,4151,365,0.0879,0.7259,0.1674 | |
| omnimath2__competition_math_4181__gpt_oss_120b,gpt-oss-120b,OmniMath,Broadcast-only success,4151,175,0.0422,0.7639,0.1041 | |
| labbench__llm_strict__gemma_4_31b,Gemma-4-31B-it,LAB-Bench strict,Baseline failure,733,409,0.558,0.8637,0.8692 | |
| labbench__llm_strict__gemma_4_31b,Gemma-4-31B-it,LAB-Bench strict,Any collaboration improves over Baseline,733,340,0.4638,0.7771,0.7297 | |
| labbench__llm_strict__gemma_4_31b,Gemma-4-31B-it,LAB-Bench strict,PER first success,733,85,0.116,0.6932,0.2186 | |
| labbench__llm_strict__gemma_4_31b,Gemma-4-31B-it,LAB-Bench strict,Broadcast-only success,733,138,0.1883,0.7875,0.337 | |
| labbench__llm_strict__gpt_oss_120b,gpt-oss-120b,LAB-Bench strict,Baseline failure,719,589,0.8192,0.5814,0.904 | |
| labbench__llm_strict__gpt_oss_120b,gpt-oss-120b,LAB-Bench strict,Any collaboration improves over Baseline,719,424,0.5897,0.5611,0.6589 | |
| labbench__llm_strict__gpt_oss_120b,gpt-oss-120b,LAB-Bench strict,PER first success,719,152,0.2114,0.5589,0.2528 | |
| labbench__llm_strict__gpt_oss_120b,gpt-oss-120b,LAB-Bench strict,Broadcast-only success,719,171,0.2378,0.5344,0.2979 | |
| labbench__text_no_tool__gemma_4_31b_text_no_tool,Gemma-4-31B-it,LAB-Bench text-no-tool,Baseline failure,1542,895,0.5804,0.7337,0.8204 | |
| labbench__text_no_tool__gemma_4_31b_text_no_tool,Gemma-4-31B-it,LAB-Bench text-no-tool,Any collaboration improves over Baseline,1542,839,0.5441,0.6764,0.7086 | |
| labbench__text_no_tool__gemma_4_31b_text_no_tool,Gemma-4-31B-it,LAB-Bench text-no-tool,PER first success,1542,167,0.1083,0.6902,0.2054 | |
| labbench__text_no_tool__gemma_4_31b_text_no_tool,Gemma-4-31B-it,LAB-Bench text-no-tool,Broadcast-only success,1542,147,0.0953,0.8737,0.3195 | |
| labbench__text_no_tool__gpt_oss_120b_text_no_tool,gpt-oss-120b,LAB-Bench text-no-tool,Baseline failure,1510,1062,0.7033,0.6069,0.8363 | |
| labbench__text_no_tool__gpt_oss_120b_text_no_tool,gpt-oss-120b,LAB-Bench text-no-tool,Any collaboration improves over Baseline,1510,854,0.5656,0.5694,0.6282 | |
| labbench__text_no_tool__gpt_oss_120b_text_no_tool,gpt-oss-120b,LAB-Bench text-no-tool,PER first success,1510,190,0.1258,0.5541,0.163 | |
| labbench__text_no_tool__gpt_oss_120b_text_no_tool,gpt-oss-120b,LAB-Bench text-no-tool,Broadcast-only success,1510,251,0.1662,0.5684,0.2664 | |