Mathematical Reasoning on BRUMO25 (Pass@k)
54.4Pass@1OXAFull
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OXAFullModel Backbone=Qwen2.5-7B-Math, RLVR Stage=After RLVR (†)2026.03 | 54.4 | 90 | |
| OXAMLEModel Backbone=Qwen2.5-7B-Math, RLVR Stage=After RLVR (†)2026.03 | 54.3 | 90 | |
| SFTModel Backbone=Qwen2.5-7B-Math, RLVR Stage=After RLVR (†)2026.03 | 51.6 | 83.3 | |
| OXAMLEModel Backbone=Qwen2.5-7B-Math, RLVR Stage=Before RLVR2026.03 | 50.9 | 90 | |
| OXAFullModel Backbone=Qwen2.5-7B-Math, RLVR Stage=Before RLVR2026.03 | 50.9 | 90 | |
| SFTModel Backbone=Qwen2.5-7B-Math, RLVR Stage=Before RLVR2026.03 | 48 | 83.3 | |
| SFTLPModel Backbone=Qwen2.5-7B-Math, RLVR Stage=After RLVR (†)2026.03 | 46.1 | 80 | |
| OXAFullModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=After RLVR (†)2026.03 | 41.8 | 76.7 | |
| SFTLPModel Backbone=Qwen2.5-7B-Math, RLVR Stage=Before RLVR2026.03 | 41.2 | 86.7 | |
| OXAMLEModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=After RLVR (†)2026.03 | 39.1 | 83.3 | |
| OXAMLEModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=Before RLVR2026.03 | 36.1 | 83.3 | |
| OXAFullModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=Before RLVR2026.03 | 34.7 | 83.3 | |
| SFTModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=After RLVR (†)2026.03 | 34.6 | 76.7 | |
| SFTLPModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=Before RLVR2026.03 | 29.8 | 73.3 | |
| SFTLPModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=After RLVR (†)2026.03 | 29.4 | 76.7 | |
| SFTModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=Before RLVR2026.03 | 29 | 80 | |
| BaseModel Backbone=Qwen2.5-1.5B-Math, RLVR Stage=Before RLVR2026.03 | 11.5 | 40 | |
| BaseModel Backbone=Qwen2.5-7B-Math, RLVR Stage=Before RLVR2026.03 | 9.8 | 53.3 |