Choice-based Visual Question Answering on EgoPoint-Bench real-world 1.0 (test)
96.24BPHuman
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Human2026.04 | 96.24 | 98.04 | 96.39 | 95.65 | 89.09 | 96 | |
| Gemini 3 FlashMethod=Direct2026.04 | 67.04 | 73.98 | 78.89 | 80.9 | 63.02 | 71.84 | |
| Gemini 3 ProMethod=Direct2026.04 | 66.63 | 75.44 | 79.06 | 83.28 | 60.16 | 72 | |
| Qwen3-VL-32BMethod=LoRA2026.04 | 62.09 | 71.35 | 81.96 | 73.43 | 83.81 | 71.84 | |
| Qwen3-VL-8BMethod=LoRA2026.04 | 60.36 | 72.28 | 81.96 | 71.94 | 88.57 | 71.96 | |
| Qwen3-VL-32BMethod=Direct2026.04 | 56.38 | 65.03 | 76.09 | 79.7 | 56.83 | 64.3 | |
| GPT-5.2 InstantMethod=Direct2026.04 | 55.31 | 67.49 | 81.62 | 69.55 | 71.27 | 66.76 | |
| InternVL3.5-14BMethod=LoRA2026.04 | 54.03 | 73.1 | 80.26 | 68.66 | 82.86 | 68.92 | |
| GLM-4.6V-FlashMethod=LoRA2026.04 | 53.88 | 60.7 | 66.55 | 67.16 | 72.7 | 61.26 | |
| GPT-5 miniMethod=Direct2026.04 | 52.81 | 66.73 | 67.32 | 66.27 | 52.38 | 60.57 | |
| InternVL3.5-8BMethod=LoRA2026.04 | 50.56 | 69.88 | 74.47 | 63.88 | 90 | 66.13 | |
| InternVL3.5-8BMethod=Direct2026.04 | 50.05 | 60.88 | 63.32 | 68.96 | 50.79 | 57.09 | |
| GLM-4.6V-FlashMethod=Direct2026.04 | 48.32 | 59.77 | 67.32 | 72.84 | 43.49 | 56.42 | |
| Qwen3-VL-8BMethod=Direct2026.04 | 47.81 | 58.42 | 74.55 | 68.96 | 53.17 | 58.14 | |
| InternVL3.5-14BMethod=Direct2026.04 | 47.76 | 65.09 | 72.51 | 65.07 | 45.24 | 58.59 | |
| InternVL3.5-2BMethod=LoRA2026.04 | 46.33 | 64.04 | 71.83 | 57.31 | 89.68 | 62.03 | |
| InternVL3.5-2BMethod=Direct2026.04 | 44.85 | 60.47 | 62.55 | 59.4 | 43.65 | 53.73 | |
| LLaVA-NeXT-7BMethod=LoRA2026.04 | 40.1 | 66.32 | 71.23 | 40.9 | 90.63 | 59.64 | |
| LLaVA-1.5-7BMethod=LoRA2026.04 | 37.5 | 56.55 | 64.17 | 33.43 | 95.4 | 54.54 | |
| LLaVA-1.5-7BMethod=Direct2026.04 | 36.48 | 45.85 | 62.13 | 22.69 | 69.37 | 47.19 | |
| LLaVA-NeXT-7BMethod=Direct2026.04 | 31.68 | 51.75 | 60.09 | 39.4 | 56.19 | 46.44 | |
| Random2026.04 | 25.19 | 22.74 | 37.3 | 26.32 | 45.76 | 28.94 |