| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MSVD-QA | PLLaVA | Accuracy79.9 | 59 | 1mo ago | |
| ActNet-QA | LLaVAction-7B | Accuracy66.9 | 18 | 1mo ago | |
| VideoChatGPT Bench (test) | LLaVA-OneVision | Correctness of Information (CI)3.45 | 15 | 1mo ago | |
| ActivityNet-QA | FrozenBiLM | Accuracy43.2 | 13 | 1mo ago | |
| iVQA | FrozenBiLM | Accuracy39.6 | 13 | 1mo ago | |
| MovieChat-1K Global mode | DrVideo | Accuracy93.1 | 10 | 1mo ago | |
| CVRR | GPT-4V | Accuracy70.8 | 6 | 1mo ago | |
| VMB | VideoMindPalace | OE Score3.8 | 5 | 1mo ago | |
| TempCompass | LLaVAction-7B | Accuracy66.1 | 4 | 1mo ago | |
| iVQA (test) | MoReVQA | Accuracy60.9 | 4 | 1mo ago | |
| VideoEval-Pro | LongVA-7B | Accuracy50 | 3 | 1mo ago | |
| NextOE (test) | Qwen3-VL-2B | F1 Score (Lev)30.45 | 2 | 29d ago | |
| MSRVTT (test) | Qwen3-VL-2B | F1-Lev32.09 | 2 | 29d ago | |
| MSVD (test) | HORNet+Qwen3-VL-2B | F1-Lev35.43 | 2 | 29d ago | |
| VideoChatGPT | LLaVA-Video-7B | Accuracy3.04 | 2 | 1mo ago | |
| YouTube2Text-QA (test) | HME-VideoQA | Accuracy (What)29.2 | 2 | 1mo ago |
