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Video Anomaly Reasoning on Video Anomaly Reasoning (test)

0.571RR ScoreVad-R1-Plus
-0.02180.13210.2860.4399Jan 15, 2026

Evaluation results

MethodLinks
Vad-R1-PlusModel Category=Ours2026.010.5710.2520.0870.090.4670.069
Grok4-FastModel Category=Proprietary MLLMs2026.010.360.220.2020.2180.1410.135
Gemini2.5-FlashModel Category=Proprietary MLLMs2026.010.2980.1630.2770.2620.10.169
Vad-R1Model Category=Ours, Status=Preliminary2026.010.2860.160.2920.2630.0760.164
Qwen3VL-ThinkingModel Category=Video Reasoning MLLMs2026.010.2470.1970.2790.2760.0870.194
GPT5-miniModel Category=Proprietary MLLMs2026.010.2190.1450.2860.350.0770.19
Qwen3VL-InstructModel Category=Video MLLMs2026.010.2060.1540.320.320.0740.218
Video-R1Model Category=Video Reasoning MLLMs2026.010.1950.2060.2790.320.0490.193
VideoChat-R1Model Category=Video Reasoning MLLMs2026.010.1770.1490.3380.3360.0510.249
Kimi-VL-InstructModel Category=Video MLLMs2026.010.1720.2210.190.4170.0420.256
Kimi-VL-ThinkingModel Category=Video Reasoning MLLMs2026.010.0930.0720.410.4250.0130.289
InternVL3.5Model Category=Video MLLMs2026.010.0690.1380.3610.4320.0150.33
MiniCPM-V4.5Model Category=Video Reasoning MLLMs2026.010.0570.090.3710.4810.0070.295
OpenR1-VideoModel Category=Video Reasoning MLLMs2026.010.0550.0580.4260.4610.0120.322
InternVideo2.5Model Category=Video MLLMs2026.010.0310.1060.1940.6690.0130.423
MiMo-VLModel Category=Video Reasoning MLLMs2026.010.0210.0760.3610.5420.0060.344
Ovis2.5Model Category=Video Reasoning MLLMs2026.010.0210.0470.50.4330.0030.328
Holmes-VADModel Category=MLLMs-based VAD Methods2026.010.0170.060.2760.6460.0030.413
HAWKModel Category=MLLMs-based VAD Methods2026.010.0140.0930.1160.7780.0030.506
Keye-VL1.5Model Category=Video Reasoning MLLMs2026.010.0120.0460.3890.5520.0020.365
LLaVA-NeXT-VideoModel Category=Video MLLMs2026.010.0090.0250.2790.6870.0020.465
VideoChat-FlashModel Category=Video MLLMs2026.010.0080.0090.5130.470.0060.318
LLaVA-OneVisionModel Category=Video MLLMs2026.010.0070.0090.5260.4590.0050.311
Holmes-VAUModel Category=MLLMs-based VAD Methods2026.010.0070.0290.3650.60.0060.397
VideoLLaMA3Model Category=Video MLLMs2026.010.0060.0210.40.5730.0020.372
Video-XLModel Category=Video MLLMs2026.010.0020.0030.390.6060.0020.406
GLM4.1-VModel Category=Video Reasoning MLLMs2026.010.0010.0450.0020.9520.0010.647