Mathematical Reasoning on Olympiad Math (Accuracy)
61.5AccuracySCOPE-RL
Evaluation Results
| Method | Links | |
|---|---|---|
| SCOPE-RLBase Model=Qwen3-4B2025.10 | 61.5 | |
| DAPOBase Model=Qwen3-4B2025.10 | 61.1 | |
| CISPOBase Model=Qwen3-4B2025.10 | 60.3 | |
| Entropy-RegBase Model=Qwen3-4B, λ=0.012025.10 | 60.1 | |
| GRPOBase Model=Qwen3-4B2025.10 | 60 | |
| KL-covBase Model=Qwen3-4B2025.10 | 60 | |
| Entropy-AdvBase Model=Qwen3-4B2025.10 | 58.4 | |
| SFT→RLBase Model=Llama-3.1-8B, Chat Template=Corrected Baseline2026.04 | 48.5 | |
| Qwen3-4BBase Model=Qwen3-4B2025.10 | 47.2 | |
| SCOPE-RLBase Model=Qwen2.5-Math-7B2025.10 | 43 | |
| Entropy-AdvBase Model=Qwen2.5-Math-7B2025.10 | 42.1 | |
| GRPOBase Model=Qwen2.5-Math-7B2025.10 | 41.8 | |
| KL-covBase Model=Qwen2.5-Math-7B2025.10 | 41.7 | |
| CISPOBase Model=Qwen2.5-Math-7B2025.10 | 41.6 | |
| Entropy-RegBase Model=Qwen2.5-Math-7B, λ=0.012025.10 | 40.8 | |
| DAPOBase Model=Qwen2.5-Math-7B2025.10 | 40.8 | |
| Entropy-RegBase Model=Qwen2.5-Math-7B, λ=0.032025.10 | 40.4 | |
| Clip higherBase Model=Qwen2.5-Math-7B, ϵhigh=0.42025.10 | 40.4 | |
| SCOPE-RLBase Model=Qwen2.5-7B2025.10 | 40.3 | |
| DAPOBase Model=Qwen2.5-7B2025.10 | 40.1 | |
| Entropy-RegBase Model=Qwen2.5-Math-7B, λ=0.052025.10 | 39.2 | |
| Entropy-RegBase Model=Qwen2.5-7B, λ=0.012025.10 | 39.1 | |
| KL-covBase Model=Qwen2.5-7B2025.10 | 39.1 | |
| Clip higherBase Model=Qwen2.5-Math-7B, ϵhigh=0.52025.10 | 38.9 | |
| GRPOBase Model=Qwen2.5-7B2025.10 | 38.8 | |
| CISPOBase Model=Qwen2.5-7B2025.10 | 38.2 | |
| Entropy-AdvBase Model=Qwen2.5-7B2025.10 | 37.5 | |
| SFTBase Model=Llama-3.1-8B, Chat Template=Corrected Baseline2026.04 | 36.2 | |
| Qwen2.5-7BBase Model=Qwen2.5-7B2025.10 | 29.3 | |
| Qwen2.5-Math-7BBase Model=Qwen2.5-Math-7B2025.10 | 26.7 | |
| HPTBase Model=Llama-3.1-8B, Chat Template=Paper-Original2026.04 | 20.4 | |
| ReLIFTBase Model=Llama-3.1-8B2026.04 | 12.8 | |
| Prefix-RFTBase Model=Llama-3.1-8B, Chat Template=Paper-Original2026.04 | 11.9 | |
| LUFFYBase Model=Llama-3.1-8B2026.04 | 10.8 | |
| SRFTBase Model=Llama-3.1-8B, Chat Template=Paper-Original2026.04 | 9.5 |