Model,All,All,Short,Short,Medium,Medium,Long,Long
,mLGM,mAM,mAM,mLGM,mAM,mLGM,mAM,mLGM
GPT-4o,38.15,26.75,27.49,38.56,26.96,40.58,14.86,19.28
Gemini-2-Flash,35.57,26.87,24.97,32.07,28.99,40.35,37.81,56.14
Qwen2.5-VL,32.39,23.96,25.51,34.84,23.67,32.87,2.2,2.27
Video-CCAM-v1.2,30.7,20.41,21.66,34.09,19.62,28.36,12.61,15.8
Llava-Video,27.33,20.82,22.37,30.23,18.28,22.77,18.23,25.23
Video-Llama3,27.04,21.66,21.68,26.62,21.84,27.23,22.46,28.83
InternVL-2.5,24.92,17.6,17.94,22.9,17.94,23.06,9.58,11.19
VTimeLLM,22.04,17.71,18.31,23.19,18.15,22.44,5.52,5.89
Sa2VA,20.31,17.11,18.14,22.01,16.32,18.92,8.85,9.7
VideoChat2,20.26,17.02,17.57,21.02,17.2,20.5,5.28,5.64
Qwen2-VL,18.79,16.71,15.78,17.5,18.47,21.22,14.09,17.53
TimeChat,14.78,13.07,13.7,15.56,13.22,15.06,3.24,3.37
Oryx-1.5,13.83,15.11,13.17,14.25,14.83,16.46,11.89,13.99
TRACE,13.25,12.01,11.77,12.96,12.49,13.87,13.59,15.3