Mathematical Reasoning on MathVista (MathVista Metric)
60.1MathVista ScoreSFT + VIGIL (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| SFT + VIGIL (Ours)Base Model=InternVL2.5-26B [4]2026.06 | 60.1 | |
| SFT + DA-DPOBase Model=InternVL2.5-26B [4]2026.06 | 58.8 | |
| SFT onlyBase Model=InternVL2.5-26B [4]2026.06 | 58.4 | |
| SFT + DPOBase Model=InternVL2.5-26B [4]2026.06 | 57.9 | |
| SFT + VIGIL (Ours)Base Model=LLaVA-OneVision-7B [3]2026.06 | 52.8 | |
| SFT + DA-DPOBase Model=LLaVA-OneVision-7B [3]2026.06 | 51.5 | |
| SFT onlyBase Model=LLaVA-OneVision-7B [3]2026.06 | 51.2 | |
| SFT + DPOBase Model=LLaVA-OneVision-7B [3]2026.06 | 50.8 |