Visual Question Answering on MPDocVQA
0.7775ANLSVanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaModel=Qwen2-VL-7B2026.03 | 0.7775 | 55 | 100 | 907.4 | |
| PinPointModel=Qwen2-VL-7B2026.03 | 0.6723 | 29.31 | 53.3 | 555.5 | |
| Random samplingModel=Qwen2-VL-7B2026.03 | 0.5651 | 31.04 | 56.4 | 530.4 | |
| FastVModel=Qwen2-VL-7B2026.03 | 0.5561 | 33.51 | 60.9 | 532.7 | |
| PinPointModel=LLaVA-NeXT-7B2026.03 | 0.3866 | 28.28 | 56.5 | 381.6 | |
| VanillaModel=LLaVA-NeXT-7B2026.03 | 0.3758 | 50.01 | 100 | 569.5 | |
| PDropModel=LLaVA-NeXT-7B2026.03 | 0.3637 | 30.82 | 61.6 | 392 | |
| FastVModel=LLaVA-NeXT-7B2026.03 | 0.3523 | 29.31 | 58.6 | 386 | |
| PDropModel=Qwen2-VL-7B2026.03 | 0.3433 | 29.3 | 53.3 | 500.1 | |
| SparseVLMModel=LLaVA-NeXT-7B2026.03 | 0.3087 | 31.62 | 63.2 | 471.1 | |
| Random samplingModel=LLaVA-NeXT-7B2026.03 | 0.2988 | 26.66 | 53.3 | 360.7 | |
| ToMeModel=LLaVA-NeXT-7B2026.03 | 0.2135 | 38.32 | 56.6 | 315.1 |