Video Anomaly Reasoning on Vad-Reasoning-Plus (test)

0.086BLEUVad-R1-Plus

Evaluation results

Method
Vad-R1-Plus2026.01	0.086	0.387	0.211	0.95	0.927	0.561	0.896	0.876	0.826	0.82
Vad-R1 (Preliminary)2026.01	0.009	0.236	0.096	0.861	0.816	0.505	0.87	0.806	0.712	0.757
Qwen3VL-Thinking*2026.01	0.007	0.251	0.082	0.788	0.789	0.412	0.855	0.751	0.71	0.695
Qwen3VL-Instruct*2026.01	0.006	0.198	0.074	0.827	0.769	0.46	0.859	0.768	0.702	0.711
Video-R12026.01	0.006	0.233	0.08	0.824	0.754	0.497	0.861	0.775	0.701	0.701
Gemini2.5-Flash2026.01	0.006	0.251	0.071	0.825	0.737	0.458	0.855	0.826	0.787	0.743
Kimi-VL-Instruct*2026.01	0.005	0.211	0.072	0.81	0.736	0.48	0.838	0.766	0.676	0.696
MiMo-VL2026.01	0.005	0.205	0.058	0.817	0.725	0.455	0.84	0.787	0.718	0.732
MiniCPM-V4.52026.01	0.005	0.228	0.064	0.824	0.705	0.49	0.841	0.797	0.735	0.748
VideoChat-R12026.01	0.004	0.162	0.073	0.84	0.767	0.453	0.861	0.756	0.646	0.706
Kimi-VL-Thinking*2026.01	0.004	0.221	0.061	0.786	0.686	0.447	0.843	0.799	0.744	0.716
Grok4-Fast2026.01	0.004	0.243	0.072	0.82	0.781	0.49	0.861	0.852	0.819	0.778
InternVL3.52026.01	0.003	0.233	0.062	0.831	0.661	0.467	0.853	0.741	0.669	0.671
OpenR1-Video2026.01	0.003	0.132	0.06	0.793	0.743	0.441	0.848	0.66	0.547	0.642
Keye-VL1.52026.01	0.003	0.224	0.051	0.804	0.685	0.461	0.836	0.761	0.682	0.667
Ovis2.52026.01	0.003	0.191	0.048	0.789	0.707	0.446	0.823	0.775	0.703	0.723
GLM4.1-V2026.01	0.003	0.214	0.055	0.791	0.617	0.458	0.836	0.73	0.778	0.644
InternVideo2.52026.01	0.002	0.151	0.031	0.795	0.785	0.479	0.823	0.608	0.55	0.512
Holmes-VAD2026.01	0.002	0.092	0.04	0.765	0.728	0.409	0.841	0.57	0.465	0.526
HAWK2026.01	0.002	0.18	0.052	0.782	0.62	0.455	0.843	0.557	0.556	0.435
GPT5-mini2026.01	0.002	0.187	0.052	0.835	0.761	0.447	0.839	0.848	0.791	0.795
LLaVA-NeXT-Video2026.01	0.001	0.096	0.035	0.723	0.612	0.4	0.844	0.636	0.513	0.614
VideoChat-Flash2026.01	0	0.035	0.017	0.721	0.687	0.338	0.836	0.328	0.212	0.283
VideoLLaMA32026.01	0	0.036	0.01	0.606	0.713	0.317	0.815	0.238	0.172	0.23
LLaVA-OneVision2026.01	0	0.048	0.023	0.747	0.658	0.375	0.839	0.543	0.372	0.585
Video-XL2026.01	0	0.012	0.006	0.593	0.513	0.23	0.544	0.431	0.369	0.452
Holmes-VAU2026.01	0	0.053	0.027	0.771	0.73	0.396	0.836	0.566	0.395	0.594