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ResearchFormerly WizWand

Video Question Answering on NextQA (WUPS)

33.86WUPSHYBRIDKV
14.474419.507224.5429.5728Mar 25, 2026Mar 27, 2026Mar 29, 2026Mar 31, 2026Apr 2, 2026Apr 4, 2026Apr 7, 2026
Updated 7mo ago

Evaluation results

MethodLinks
HYBRIDKVModel Architecture=Qwen2.5-VL-7B2026.0433.86
SPARSEMMModel Architecture=Qwen2.5-VL-7B2026.0433.84
FULL CACHEModel Architecture=Qwen2.5-VL-7B2026.0433.79
SNAPKVModel Architecture=Qwen2.5-VL-7B2026.0433.29
MADAKVModel Architecture=Qwen2.5-VL-7B2026.0433.25
LOOK-MModel Architecture=Qwen2.5-VL-7B2026.0433.07
SPARSEMMModel Architecture=Qwen2.5-VL-3B2026.0431.07
HYBRIDKVModel Architecture=Qwen2.5-VL-3B2026.0430.7
LOOK-MModel Architecture=Qwen2.5-VL-3B2026.0430.49
SNAPKVModel Architecture=Qwen2.5-VL-3B2026.0430.1
MADAKVModel Architecture=Qwen2.5-VL-3B2026.0430
FULL CACHEModel Architecture=Qwen2.5-VL-3B2026.0429.81
ReDiPruneBackbone=LLaVA-NeXT-Video-7B, Keep ratio=0.15, TFLOPs (ratio %)=4.429 (14.77)2026.0326.42
Original*Backbone=LLaVA-NeXT-Video-7B, Keep ratio=0.15, TFLOPs (ratio %)=29.918 (100)2026.0326.33
DivPrune*Backbone=LLaVA-NeXT-Video-7B, Keep ratio=0.15, TFLOPs (ratio %)=4.429 (14.77)2026.0323.7
CDPruner*Backbone=LLaVA-NeXT-Video-7B, Keep ratio=0.15, TFLOPs (ratio %)=4.429 (14.77)2026.0323.53
FULL CACHEModel Architecture=LLaVA-OV-7B2026.0420.18
HYBRIDKVModel Architecture=LLaVA-OV-7B2026.0419.62
SPARSEMMModel Architecture=LLaVA-OV-7B2026.0418.86
MADAKVModel Architecture=LLaVA-OV-7B2026.0418.79
LOOK-MModel Architecture=LLaVA-OV-7B2026.0418.69
SNAPKVModel Architecture=LLaVA-OV-7B2026.0418.56
ReDiPruneBackbone=LLaVA 1.5-7B, Keep ratio=0.15, TFLOPs (ratio %)=2.188 (17.86)2026.0315.92
DivPrune*Backbone=LLaVA 1.5-7B, Keep ratio=0.15, TFLOPs (ratio %)=2.188 (17.86)2026.0315.6
CDPruner*Backbone=LLaVA 1.5-7B, Keep ratio=0.15, TFLOPs (ratio %)=2.188 (17.86)2026.0315.4
Original*Backbone=LLaVA 1.5-7B, Keep ratio=0.15, TFLOPs (ratio %)=12.177 (100)2026.0315.22