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General Video Understanding on LongVideoBench

60.5AccuracyLVR-7B
16.61228.00639.450.794Nov 17, 2025Dec 23, 2025Jan 28, 2026Mar 5, 2026Apr 10, 2026May 16, 2026Jun 22, 2026

Evaluation results

MethodLinks
LVR-7BFrames=32, Architecture Category=Latent MLLM2026.0660.5
LVR-7BFrames=64, Architecture Category=Latent MLLM2026.0660.1
VideoLatent-7B (Ours)Frames=64, Architecture Category=Latent MLLM2026.0660.1
Qwen2.5-VL-7BFrames=64, Architecture Category=Standard MLLM2026.0659.8
Open-o3-Video-7BFrames=64, Architecture Category=Standard MLLM2026.0659.7
Qwen2.5-VL-7BFrames=32, Architecture Category=Standard MLLM2026.0658.8
Open-o3-Video-7BFrames=32, Architecture Category=Standard MLLM2026.0658.8
VideoLatent-7B (Ours)Frames=32, Architecture Category=Latent MLLM2026.0658.3
Mull-Token-7BFrames=64, Architecture Category=Latent MLLM2026.0658.3
Video-R1-7BFrames=64, Architecture Category=Standard MLLM2026.0657.6
VideoLatent-7B (Ours)Frames=16, Architecture Category=Latent MLLM2026.0657.3
Mull-Token-7BFrames=32, Architecture Category=Latent MLLM2026.0657.2
Video-R1-7BFrames=32, Architecture Category=Standard MLLM2026.0656.8
LVR-7BFrames=16, Architecture Category=Latent MLLM2026.0656.4
Video-R1-7BFrames=16, Architecture Category=Standard MLLM2026.0655.8
Mull-Token-7BFrames=16, Architecture Category=Latent MLLM2026.0655.7
Qwen2.5-VL-7BFrames=16, Architecture Category=Standard MLLM2026.0655.4
MECoT2025.1252.13
LV-OV2025.1251.91
DeepSportFrames=12.72025.1145.9
Qwen2.5-VL-7B-InstructFrames=322025.1143.2
Monet-7BFrames=64, Architecture Category=Latent MLLM2026.0619.8
Monet-7BFrames=16, Architecture Category=Latent MLLM2026.0619.7
Monet-7BFrames=32, Architecture Category=Latent MLLM2026.0618.3