Mathematical Reasoning on Beyond AIME (AVG@K)
63.2AVG@KCE + Distillation
Evaluation results
| Method | Links | |
|---|---|---|
| CE + DistillationBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 63.2 | |
| SAPO + DistillationBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 61.3 | |
| CEBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 61 | |
| MSE + DistillationBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 59.1 | |
| SAPOBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 59 | |
| CE + DistillationBase Model=Qwen3-4B-Thinking-25072026.05 | 56.3 | |
| CEBase Model=Qwen3-4B-Thinking-25072026.05 | 55.7 | |
| SAPO + DistillationBase Model=Qwen3-4B-Thinking-25072026.05 | 55.5 | |
| BaseBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 55.5 | |
| PPOBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 55.5 | |
| GRPO + DistillationBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 55.5 | |
| SAPOBase Model=Qwen3-4B-Thinking-25072026.05 | 55.3 | |
| MSE + DistillationBase Model=Qwen3-4B-Thinking-25072026.05 | 55.3 | |
| GRPOBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 55.3 | |
| GRPO + DistillationBase Model=Qwen3-4B-Thinking-25072026.05 | 54 | |
| BaseBase Model=Qwen3-4B-Thinking-25072026.05 | 53.8 | |
| PPOBase Model=Qwen3-4B-Thinking-25072026.05 | 53.5 | |
| GRPOBase Model=Qwen3-4B-Thinking-25072026.05 | 53.5 | |
| MSEBase Model=Qwen3-4B-Thinking-25072026.05 | 19.5 | |
| MSEBase Model=Nanbeige4-3B-2511-Thinking2026.05 | 15.1 |