Open-ended Question-Answering on Vad-Reasoning-Plus
0.106BLEU-3Qwen3VL-Thinking
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Qwen3VL-ThinkingCategory=Video Reasoning MLLMs2026.01 | 0.106 | 0.008 | 0.044 | |
| Vad-R1-PlusCategory=Ours2026.01 | 0.03 | 0.019 | 0.078 | |
| Vad-R1Category=Ours, Context=Preliminary2026.01 | 0.023 | 0.013 | 0.058 | |
| Gemini2.5-FlashCategory=Proprietary MLLMs2026.01 | 0.019 | 0.01 | 0.05 | |
| LLaVA-OneVisionCategory=Video MLLMs2026.01 | 0.017 | 0.009 | 0.049 | |
| Grok4-FastCategory=Proprietary MLLMs2026.01 | 0.015 | 0.009 | 0.043 | |
| Holmes-VAUCategory=MLLM-based VAD Methods2026.01 | 0.014 | 0.008 | 0.045 | |
| Kimi-VL-ThinkingCategory=Video Reasoning MLLMs2026.01 | 0.013 | 0.007 | 0.038 | |
| Qwen3VL-InstructCategory=Video MLLMs2026.01 | 0.012 | 0.006 | 0.036 | |
| Kimi-VL-InstructCategory=Video MLLMs2026.01 | 0.011 | 0.006 | 0.035 | |
| OpenR1-VideoCategory=Video Reasoning MLLMs2026.01 | 0.011 | 0.006 | 0.039 | |
| VideoChat-R1Category=Video Reasoning MLLMs2026.01 | 0.011 | 0.006 | 0.037 | |
| MiniCPM-V4.5Category=Video Reasoning MLLMs2026.01 | 0.011 | 0.005 | 0.037 | |
| InternVL3.5Category=Video MLLMs2026.01 | 0.009 | 0.005 | 0.031 | |
| Ovis2.5Category=Video Reasoning MLLMs2026.01 | 0.009 | 0.004 | 0.032 | |
| VideoChat-FlashCategory=Video MLLMs2026.01 | 0.008 | 0.004 | 0.029 | |
| GPT5-miniCategory=Proprietary MLLMs2026.01 | 0.005 | 0.002 | 0.026 | |
| Video-XLCategory=Video MLLMs2026.01 | 0.004 | 0.002 | 0.013 | |
| Video-R1Category=Video Reasoning MLLMs2026.01 | 0.004 | 0.002 | 0.01 | |
| Keye-VL1.5Category=Video Reasoning MLLMs2026.01 | 0.004 | 0.002 | 0.022 | |
| MiMo-VLCategory=Video Reasoning MLLMs2026.01 | 0.004 | 0.002 | 0.019 | |
| HAWKCategory=MLLM-based VAD Methods2026.01 | 0.004 | 0.002 | 0.019 | |
| VideoLLaMA3Category=Video MLLMs2026.01 | 0.003 | 0.002 | 0.014 | |
| InternVideo2.5Category=Video MLLMs2026.01 | 0.002 | 0.001 | 0.01 | |
| LLaVA-NeXT-VideoCategory=Video MLLMs2026.01 | 0.002 | 0.001 | 0.009 | |
| Holmes-VADCategory=MLLM-based VAD Methods2026.01 | 0.002 | 0.001 | 0.009 | |
| GLM4.1-VCategory=Video Reasoning MLLMs2026.01 | 0.001 | 0 | 0.008 |