Mathematical Reasoning on MathVista (ASR, Coh, Rat, Acc, ASR-C)
3.37CoherenceBase
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BaseBase model=Qwen2.5-VL-7B2026.07 | 3.37 | — | 2.97 | 47 | — | |
| BaseBase model=InternVL3.5-8B2026.07 | 3.22 | — | 3.39 | 71 | — | |
| ReShiftBase model=Qwen2.5-VL-7B2026.07 | 3.02 | 79 | 3.1 | 51 | 14 | |
| ReShiftBase model=InternVL3.5-8B2026.07 | 2.93 | 70 | 3.17 | 71 | 11 | |
| RewriteBase model=Qwen2.5-VL-7B2026.07 | 2.2 | 46 | 2.27 | 47 | 20 | |
| BadTokenBase model=InternVL3.5-8B2026.07 | 1.93 | 49 | 1.93 | 70 | 19 | |
| BadVisionBase model=InternVL3.5-8B2026.07 | 1.75 | 28 | 2.07 | 69 | 16 | |
| RewriteBase model=InternVL3.5-8B2026.07 | 1.67 | 45 | 2.27 | 67 | 21 | |
| BadTokenBase model=Qwen2.5-VL-7B2026.07 | 1.53 | 52 | 2.03 | 44 | 24 | |
| BadVisionBase model=Qwen2.5-VL-7B2026.07 | 1.39 | 18 | 1.92 | 39 | 17 |