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ResearchFormerly WizWand

Long-video Understanding on LSDBench

60.35AccuracyInternVL3.5-4B
51.582853.858956.13558.4111May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InternVL3.5-4BCheckpoint=Base2026.0560.35
Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=12026.0558.13
Video-Zero (Peak)Backbone=Qwen3-VL-8B-Instruct2026.0558.13
Base ModelBackbone=Qwen3-VL-8B-Instruct2026.0557.59
VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=52026.0557.59
Base ModelBackbone=Qwen3-VL-8B-Instruct2026.0557.59
Video-ZeroBackbone=InternVL3.5-4B, Checkpoint=v12026.0557.52
VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=22026.0557.44
VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=42026.0557.44
VisPlayBackbone=Qwen3-VL-8B-Instruct2026.0557.44
VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=12026.0557.36
Video-ZeroBackbone=InternVL3.5-4B, Checkpoint=v52026.0557.36
V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=22026.0557.29
Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=22026.0557.29
Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=32026.0557.29
VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=32026.0557.21
V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=32026.0557.21
Video-ZeroBackbone=InternVL3.5-4B, Checkpoint=v22026.0557.21
V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=12026.0557.06
Video-ZeroBackbone=InternVL3.5-4B, Checkpoint=v32026.0557.06
Video-ZeroBackbone=InternVL3.5-4B, Checkpoint=v42026.0556.98
V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=42026.0556.9
V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=52026.0556.9
V-ZeroBackbone=Qwen3-VL-8B-Instruct2026.0556.9
Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=42026.0556.75
Video-Zero (Iter 4)Backbone=Qwen3-VL-8B-Instruct2026.0556.75
Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=52026.0556.67
Video-Zero (Peak)Backbone=Qwen3-VL-4B-Instruct2026.0556.67
Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=42026.0556.52
Video-Zero (Iter 4)Backbone=Qwen3-VL-4B-Instruct2026.0556.52
Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=52026.0556.06
Video-ZeroBackbone=MiMo-SFT-7B, Checkpoint=v32026.0555.83
Video-ZeroBackbone=MiMo-SFT-7B, Checkpoint=v42026.0555.67
Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=32026.0555.29
Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=22026.0555.21
Video-ZeroBackbone=MiMo-SFT-7B, Checkpoint=v52026.0555.14
Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=12026.0554.98
VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=22026.0554.91
VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=32026.0554.83
VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=42026.0554.83
V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=52026.0554.83
VisPlayBackbone=Qwen3-VL-4B-Instruct2026.0554.83
VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=12026.0554.75
V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=22026.0554.75
Base ModelBackbone=Qwen3-VL-4B-Instruct2026.0554.68
V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=42026.0554.68
Base ModelBackbone=Qwen3-VL-4B-Instruct2026.0554.68
V-ZeroBackbone=Qwen3-VL-4B-Instruct2026.0554.68
V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=12026.0554.6
V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=32026.0554.6
VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=52026.0554.52
Video-ZeroBackbone=MiMo-SFT-7B, Checkpoint=v12026.0554.45
Video-ZeroBackbone=MiMo-SFT-7B, Checkpoint=v22026.0554.29
MiMo-SFT-7BBackbone=MiMo-SFT-7B, Checkpoint=Base2026.0551.92