Video Question Answering on HD-EPIC VQA 1.0 (test)
84Following Activity RecognitionEvidence-guided reasoning framework
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Evidence-guided reasoning framework2026.05 | 84 | 65.8 | 84 | 98 | 78 | 86 | 90 | 88 | 90 | 88 | 92 | 76 | 85 | 76 | 54 | 50 | 82 | 86 | 67.6 | 75.4 | 41.7 | 76.8 | 46 | 48.2 | 64 | 58.5 | 49 | 51 | 58 | 61.3 | 38.9 | |
| DeepFrames2026.05 | 70 | — | 72 | 70 | 50 | 34 | 73 | 68 | 81 | 76 | 32 | 36 | 48 | 30 | 38 | 25 | 26 | 60 | 36.6 | 51 | 24.9 | 55.6 | 29 | 34.2 | 49.8 | 50.5 | 14.2 | 44.5 | 31 | 51.4 | 14.5 | |
| VideoLLaMA22026.05 | 64 | — | 52 | 18 | 13 | 22 | 21 | 38 | 13 | 19 | 30 | 20 | 27 | 26 | 32 | 24 | 20 | 54 | 25.2 | 32.2 | 20.7 | 30.9 | 17.7 | 18.8 | 31 | 35.5 | 11 | 44 | 30.5 | 30 | 12.4 | |
| LLaVA-Video2026.05 | 62 | — | 68 | 44 | 21 | 28 | 24 | 20 | 23 | 22 | 36 | 38 | 41 | 36 | 28 | 28 | 26 | 62 | 41.4 | 51.2 | 20.9 | 58.6 | 16.3 | 21.8 | 30.6 | 40.5 | 9.8 | 20 | 27 | 47.5 | 11.1 | |
| Gemini Pro2026.05 | 54 | — | 76 | 88 | 35 | 42 | 74 | 70 | 45 | 49 | 46 | 56 | 62 | 36 | 28 | 26 | 16 | 62 | 35.6 | 43.2 | 30.3 | 49.3 | 35.3 | 20.8 | 32.4 | 41.5 | 18 | 13 | 31.5 | 36.5 | 20.8 |