Choice-based Visual Question Answering on EgoPoint-Bench simulation 1.0 (test)
91.86BP ScoreHuman
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Human2026.04 | 91.86 | 97.14 | 100 | 93.33 | 100 | 95.8 | |
| Qwen3-VL-8BMethod=LoRA2026.04 | 81.31 | 80.92 | 80.56 | 84.24 | 82.91 | 81.36 | |
| Qwen3-VL-32BMethod=LoRA2026.04 | 80.75 | 82.5 | 83.39 | 83.03 | 82.84 | 82.2 | |
| LLaVA-NeXT-7BMethod=LoRA2026.04 | 80.39 | 80.86 | 79.56 | 72.42 | 86.13 | 80.93 | |
| GLM-4.6V-FlashMethod=LoRA2026.04 | 77.16 | 73.28 | 82.01 | 80 | 64.21 | 74.86 | |
| LLaVA-1.5-7BMethod=LoRA2026.04 | 76.41 | 72.06 | 60.63 | 66.06 | 86.44 | 73.18 | |
| InternVL3.5-14BMethod=LoRA2026.04 | 75.99 | 76 | 83.01 | 76.36 | 86.51 | 78.59 | |
| InternVL3.5-8BMethod=LoRA2026.04 | 74.6 | 77.81 | 82.76 | 78.79 | 86.21 | 78.86 | |
| InternVL3.5-2BMethod=LoRA2026.04 | 71.4 | 75.36 | 76.61 | 78.79 | 81.99 | 75.43 | |
| GPT-5 miniMethod=Direct2026.04 | 59.96 | 58.22 | 67.65 | 68.79 | 36.09 | 57.66 | |
| Qwen3-VL-8BMethod=Direct2026.04 | 57.55 | 54 | 70.34 | 77.58 | 52.11 | 58.29 | |
| Qwen3-VL-32BMethod=Direct2026.04 | 56.52 | 53.75 | 65.64 | 79.39 | 60.23 | 58.28 | |
| GLM-4.6V-FlashMethod=Direct2026.04 | 56.16 | 50.81 | 66.14 | 61.52 | 36.17 | 53.29 | |
| Gemini 3 FlashMethod=Direct2026.04 | 54.39 | 53.33 | 66.58 | 73.64 | 58.39 | 57.21 | |
| GPT-5.2 InstantMethod=Direct2026.04 | 54.14 | 49.81 | 66.14 | 75.45 | 50.88 | 54.8 | |
| InternVL3.5-8BMethod=Direct2026.04 | 52.86 | 52.5 | 63.51 | 66.36 | 35.63 | 52.62 | |
| Gemini 3 ProMethod=Direct2026.04 | 52.47 | 51.39 | 70.47 | 74.85 | 57.16 | 56.44 | |
| InternVL3.5-2BMethod=Direct2026.04 | 51.97 | 55.14 | 61.5 | 66.97 | 26.05 | 51.74 | |
| LLaVA-1.5-7BMethod=Direct2026.04 | 50.83 | 46.89 | 54.86 | 50.91 | 41.92 | 48.82 | |
| LLaVA-NeXT-7BMethod=Direct2026.04 | 47.42 | 45.42 | 55.92 | 53.33 | 46.59 | 48.17 | |
| InternVL3.5-14BMethod=Direct2026.04 | 46.79 | 51.14 | 62.07 | 71.52 | 33.56 | 49.99 | |
| Random2026.04 | 27.95 | 26.83 | 38.89 | 43.24 | 52.17 | 31.14 |