Reasoning and Knowledge on Out-of-Distribution Benchmarks Summary
75.3Average ScoreICPO†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ICPO†Base Model=8B, Training Method=ICPO†2025.10 | 75.3 | 2.4 | |
| ICPOBase Model=8B, Training Method=ICPO2025.10 | 74.3 | 1.4 | |
| GRPOExtraRolloutsBase Model=8B, Training Method=GRPOExtraRollouts2025.10 | 73.9 | 1 | |
| GRPOBase Model=8B, Training Method=GRPO2025.10 | 72.9 | — | |
| GRPOExpertDomainBase Model=8B, Training Method=GRPOExpertDomain2025.10 | 71.1 | -1.8 | |
| Qwen3Base Model=8B, Training Method=Base2025.10 | 67.4 | — | |
| ICPO†Base Model=1.7B, Training Method=ICPO†2025.10 | 59.7 | 0.7 | |
| GRPOBase Model=1.7B, Training Method=GRPO2025.10 | 59 | — | |
| GRPOExpertDomainBase Model=1.7B, Training Method=GRPOExpertDomain2025.10 | 59 | 0 | |
| GRPOExtraRolloutsBase Model=1.7B, Training Method=GRPOExtraRollouts2025.10 | 58.2 | -0.8 | |
| ICPOBase Model=1.7B, Training Method=ICPO2025.10 | 57.1 | -1.9 | |
| Qwen3Base Model=1.7B, Training Method=Base2025.10 | 54.3 | — |