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ResearchFormerly WizWand

Short Video Question Answering on ShortVid-Bench

70.5Average ScoreFull Tokens
66.8667.80568.7569.695Nov 18, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Full TokensBackbone=Qwen2.5-Omni-7B, Retained Ratio=100%, FLOPs Ratio=100%2025.1170.5
OmniZipBackbone=Qwen2.5-Omni-7B, Retained Ratio=45%, FLOPs Ratio=39%2025.1169.9
Full TokensBackbone=Qwen2.5-Omni-3B, Retained Ratio=100%, FLOPs Ratio=100%2025.1169.4
OmniZipBackbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=29%2025.1169
DyCoke (V&A)Backbone=Qwen2.5-Omni-7B, Retained Ratio=50%, FLOPs Ratio=44%2025.1168.5
OmniZipBackbone=Qwen2.5-Omni-3B, Retained Ratio=45%, FLOPs Ratio=36%2025.1168.5
RandomBackbone=Qwen2.5-Omni-7B, Retained Ratio=55%, FLOPs Ratio=48%2025.1168.3
FastVBackbone=Qwen2.5-Omni-7B, Retained Ratio=50%, FLOPs Ratio=54%2025.1168
DyCoke (V&A)Backbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=29%2025.1168
FastVBackbone=Qwen2.5-Omni-3B, Retained Ratio=50%, FLOPs Ratio=49%2025.1168
OmniZipBackbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=26%2025.1168
FastVBackbone=Qwen2.5-Omni-7B, Retained Ratio=35%, FLOPs Ratio=42%2025.1167.9
RandomBackbone=Qwen2.5-Omni-3B, Retained Ratio=55%, FLOPs Ratio=45%2025.1167.9
RandomBackbone=Qwen2.5-Omni-7B, Retained Ratio=40%, FLOPs Ratio=34%2025.1167.7
FastVBackbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=37%2025.1167.7
DyCoke (V&A)Backbone=Qwen2.5-Omni-3B, Retained Ratio=35%, FLOPs Ratio=26%2025.1167.5
DyCoke (V&A)Backbone=Qwen2.5-Omni-3B, Retained Ratio=50%, FLOPs Ratio=40%2025.1167.4
RandomBackbone=Qwen2.5-Omni-3B, Retained Ratio=40%, FLOPs Ratio=31%2025.1167