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Offline Video Understanding on LongVideo-Bench

66.7AccuracyGPT-4o
48.39653.14857.962.652Dec 7, 2025Jan 7, 2026Feb 8, 2026Mar 12, 2026Apr 13, 2026May 15, 2026Jun 16, 2026

Evaluation results

MethodLinks
GPT-4oModel Category=Offline Video-LLMs / LVLMs2026.0666.7
Gemini-1.5-ProModel Category=Offline Video-LLMs / LVLMs2026.0664
InternVL2.5Model Category=Offline Video-LLMs / LVLMs2026.0660
GPT-4VModel Category=Offline Video-LLMs / LVLMs2026.0659.1
LLaVA-OneVisionModel Category=Offline Video-LLMs / LVLMs2026.0656.3
MovieChatModel Category=Online Assistants2026.0656.3
LiveStarProModel Category=Online Assistants2026.0656.3
Qwen2.5-VLModel Category=Offline Video-LLMs / LVLMs2026.0656
Qwen2.5-VLModel Scale=3B, Implementation Source=Original2025.1254.2
MMDuet2Training Stage=SFT, Implementation Source=Our implementation2025.1253.3
Qwen2.5-VLModel Scale=3B, Implementation Source=Our implementation2025.1253.1
MMDuet2Training Stage=RL, Implementation Source=Our implementation2025.1252.7
LLaVA-NeXT-VideoModel Category=Offline Video-LLMs / LVLMs2026.0649.1