Visual Question Answering on SPDocVQA
93.59ANLSVanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaModel=Qwen2-VL-7B2026.03 | 93.59 | 73.07 | 100 | 907.4 | |
| PinPointModel=Qwen2-VL-7B2026.03 | 89.77 | 32.29 | 44.2 | 555.5 | |
| Random samplingModel=Qwen2-VL-7B2026.03 | 89.14 | 46.48 | 63.6 | 530.4 | |
| FastVModel=Qwen2-VL-7B2026.03 | 81.06 | 44.43 | 60.8 | 532.7 | |
| PDropModel=Qwen2-VL-7B2026.03 | 68.48 | 45.85 | 62.8 | 500.1 | |
| VanillaModel=LLaVA-NeXT-7B2026.03 | 66.28 | 51.68 | 100 | 569.5 | |
| PinPointModel=LLaVA-NeXT-7B2026.03 | 64.72 | 28.44 | 55 | 381.6 | |
| FastVModel=LLaVA-NeXT-7B2026.03 | 60.99 | 28.1 | 54.4 | 386 | |
| SparseVLMModel=LLaVA-NeXT-7B2026.03 | 57.26 | 32.63 | 63.1 | 471.1 | |
| PDropModel=LLaVA-NeXT-7B2026.03 | 55.07 | 26.93 | 52.1 | 392 | |
| Random samplingModel=LLaVA-NeXT-7B2026.03 | 48.88 | 27.7 | 53.6 | 360.7 | |
| ToMeModel=LLaVA-NeXT-7B2026.03 | 32.15 | 39.41 | 76.3 | 315.1 |