Multi-Choice Question Answering on Vad-Reasoning-Plus
96.4MCQ ScoreVad-R1-Plus
Evaluation Results
| Method | Links | |
|---|---|---|
| Vad-R1-PlusCategory=Ours2026.01 | 96.4 | |
| VideoChat-FlashCategory=Video MLLMs2026.01 | 93.8 | |
| Vad-R1Category=Ours, Context=Preliminary2026.01 | 92.9 | |
| LLaVA-OneVisionCategory=Video MLLMs2026.01 | 91.7 | |
| Video-R1Category=Video Reasoning MLLMs2026.01 | 91.6 | |
| VideoChat-R1Category=Video Reasoning MLLMs2026.01 | 91.6 | |
| Ovis2.5Category=Video Reasoning MLLMs2026.01 | 91.5 | |
| Grok4-FastCategory=Proprietary MLLMs2026.01 | 91.2 | |
| Gemini2.5-FlashCategory=Proprietary MLLMs2026.01 | 91 | |
| Qwen3VL-InstructCategory=Video MLLMs2026.01 | 90.6 | |
| GPT5-miniCategory=Proprietary MLLMs2026.01 | 88.9 | |
| Qwen3VL-ThinkingCategory=Video Reasoning MLLMs2026.01 | 88.1 | |
| OpenR1-VideoCategory=Video Reasoning MLLMs2026.01 | 87.3 | |
| Kimi-VL-ThinkingCategory=Video Reasoning MLLMs2026.01 | 84.4 | |
| VideoLLaMA3Category=Video MLLMs2026.01 | 77.1 | |
| Video-XLCategory=Video MLLMs2026.01 | 75.6 | |
| InternVL3.5Category=Video MLLMs2026.01 | 75.1 | |
| MiMo-VLCategory=Video Reasoning MLLMs2026.01 | 73.7 | |
| Keye-VL1.5Category=Video Reasoning MLLMs2026.01 | 72.9 | |
| MiniCPM-V4.5Category=Video Reasoning MLLMs2026.01 | 72.2 | |
| Holmes-VAUCategory=MLLM-based VAD Methods2026.01 | 65.5 | |
| Kimi-VL-InstructCategory=Video MLLMs2026.01 | 58.6 | |
| Holmes-VADCategory=MLLM-based VAD Methods2026.01 | 56.6 | |
| LLaVA-NeXT-VideoCategory=Video MLLMs2026.01 | 56.4 | |
| InternVideo2.5Category=Video MLLMs2026.01 | 41.1 | |
| HAWKCategory=MLLM-based VAD Methods2026.01 | 23.1 | |
| GLM4.1-VCategory=Video Reasoning MLLMs2026.01 | 0.2 |