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Video Reasoning on VideoMMMU

68.33Accuracy

Video-Zero

Updated 18d ago

Evaluation Results

Method	Links
Video-Zero 2026.05		68.33
Video-Zero 2026.05		67.78
Video-Zero 2026.05		67.56
Video-Zero 2026.05		67.56
Video-Zero 2026.05		67.44
MiMo-SFT-7B 2026.05		67.33
LATENT-VC-9B 2026.07		65.4
Video-Zero 2026.05		65.33
Video-Zero (Peak) 2026.05		65.33
LATENT-VC-9B 2026.07		65.3
LATENT-VC-9B 2026.07		65.2
V-Zero 2026.05		64.33
VisPlay 2026.05		64.22
V-Zero 2026.05		64.22
Video-Zero 2026.05		64.22
Video-Zero (Iter 4) 2026.05		64.22
VisPlay 2026.05		64.11
Base Model 2026.05		63.78
Video-Zero 2026.05		63.78
Base Model 2026.05		63.78
VisPlay 2026.05		63.67
V-Zero 2026.05		63.67
Video-Zero 2026.05		63.56
V-Zero 2026.05		63.22
V-Zero 2026.05		63.22
Video-Zero 2026.05		63.11
VisPlay 2026.05		62.67
VisPlay 2026.05		62.67
VisPlay 2026.05		62.22
V-Zero 2026.05		62.22
Video-Zero 2026.05		61.56
Video-Zero (Iter 4) 2026.05		61.56
Video-Zero (Peak) 2026.05		61.56
GPT-4o 2025.10		61.2
GPT-4o 2026.07		61.2
InternVL2.5 2026.07		60.8
Video-Zero 2026.05		60.44
Qwen3.5-9BSFT+GRPO 2026.07		60.3
Qwen3.5-9BSFT+GRPO 2026.07		59.8
Qwen3.5-9BSFT+GRPO 2026.07		59.7
Video-Zero 2026.05		59
Video-Zero 2026.05		58.89
V-Zero 2026.05		58.33
V-Zero 2026.05		58.33
VisPlay 2026.05		57.89
V-Zero 2026.05		57.89
V-Zero 2026.05		57.67
V-Zero 2026.05		57.67
Base Model 2026.05		57.56
Base Model 2026.05		57.56
VisPlay 2026.05		57.44
VisPlay 2026.05		57.44
VisPlay 2026.05		57.22
VisPlay 2026.05		57.11
Video-Zero 2026.05		57.11
VisPlay 2026.05		56.78
V-Zero 2026.05		56.33
Gemini-1.5-Pro 2026.07		53.9
Video-Zero 2026.05		53.11
TimeThink 2026.07		52.6
Video-Zero 2026.05		52.56
Video-Zero 2026.05		52.56
VideoCFR 2026.06		52.4
Video-R1-7B 2026.07		52.4
Video-R1 2026.07		52.4
Video-R1-7B 2026.07		52.3
Video-Zero 2026.05		52
VideoChat-R1 2026.07		52
Video-Zero 2026.05		51.78
CARE 2026.06		51.1
VideoRFT 2026.07		51.1
CARE 2026.06		51
VideoCFR 2026.06		50.6
VideoCFR 2026.06		50.5
Qwen-2.5-VL 2026.07		50.3
Video-COM 2026.06		50.2
CARE 2026.06		50.2
Qwen2.5-VL-GRPO 2026.07		50.1
EvoVid 2026.05		50
Video-R1-7B 2026.07		49.8
VideoChat-R1.5 2026.07		49.6
Qwen2.5-VL-SFT 2026.07		49.4
EvoVid 2026.05		49.1
EvoVid 2026.05		49
EvoVid 2026.05		48.9
Video-R1-7B 2025.10		48.8
VideoChat-R1 2026.06		48.7
EvoVid 2026.05		48.3
EvoVid 2026.05		48.1
Base Model 2026.05		47.8
EvoVid 2026.05		47.8
V-Reason-7B 2025.10		47.8
Video-R1-7B 2025.10		47.8
EvoVid 2026.05		47.6
Qwen2.5-VL-7B 2025.10		47.6
V-Reason-7B (Lite) 2025.10		47.6
V-Reason-7B (Lite) 2025.10		47.4
Qwen2.5-VL-7B 2026.06		47.4
Qwen2.5-VL-7B 2026.06		47.4
EvoVid 2026.05		47.3

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