General Question Answering on OOD Non-Math GPQA and CommonsenseQA
71.4Pass@1Baseline LLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Baseline LLMSystem Category=Standalone2026.03 | 71.4 | 7,428 | 100 | |
| Brier-SLM-VerbSystem Category=Collaborative2026.03 | 70.3 | 7,188 | 78.9 | |
| COREA *System Category=Collaborative2026.03 | 69.7 | 6,178 | 59 | |
| RLVR-SLM-ProbeSystem Category=Collaborative2026.03 | 67.3 | 4,724 | 32.7 | |
| Router+RLVR-SLMSystem Category=Collaborative2026.03 | 65.4 | 3,781 | 34 | |
| L1-SLM*System Category=Standalone2026.03 | 64.7 | 1,902 | 0 | |
| Brier-SLMSystem Category=Standalone2026.03 | 63.5 | 1,708 | 0 | |
| RLVR-SLM-VerbSystem Category=Collaborative2026.03 | 62.7 | 1,510 | 1.1 | |
| RLVR-SLM-AvgProbSystem Category=Collaborative2026.03 | 62.5 | 1,488 | 0.9 | |
| RLVR-SLMSystem Category=Standalone2026.03 | 62.4 | 1,438 | 0 | |
| SLM-VerbSystem Category=Collaborative2026.03 | 48.8 | 2,609 | 9.4 | |
| SLMSystem Category=Standalone2026.03 | 45.2 | 2,004 | 0 |