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ResearchFormerly WizWand

Object Shuffling Prediction on ObjShuf

42.5AccuracyTrimTokenator-LC
28.9832.493639.51Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TrimTokenator-LCBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1242.5
SparseVLMBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1241
Original ModelBackbone=LLaVA-1.5-13B, Retention Ratio=1.02025.1240.5
FastVBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1240.5
DivPruneBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1240.5
CATPBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1240
VTWBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1239.5
VisionZipBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1239.5
TrimTokenatorBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1239.5
TrimTokenator-LCBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1237.5
Original ModelBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1237
SparseVLMBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1237
DivPruneBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1237
VTWBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1236.5
Original ModelBackbone=Yi-VL-6B, Retention Ratio=1.02025.1236.5
FastVBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1236
TrimTokenatorBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1236
VisionZipBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1235.5
CATPBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1235.5
Original ModelBackbone=LLaVA-1.5-7B, Retention Ratio=1.02025.1234.5
TrimTokenator-LCBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1233.5
SparseVLMBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1233
TrimTokenatorBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1233
VisionZipBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1232.5
DivPruneBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1232.5
TrimTokenator-LCBackbone=Yi-VL-6B, Retention Ratio=0.22025.1232.5
FastVBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1232
VTWBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1231.5
CATPBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1231.5
DivPruneBackbone=Yi-VL-6B, Retention Ratio=0.22025.1231.5
VisionZipBackbone=Yi-VL-6B, Retention Ratio=0.22025.1231
FastVBackbone=Yi-VL-6B, Retention Ratio=0.22025.1230.5
SparseVLMBackbone=Yi-VL-6B, Retention Ratio=0.22025.1230.5
TrimTokenatorBackbone=Yi-VL-6B, Retention Ratio=0.22025.1230.5
VTWBackbone=Yi-VL-6B, Retention Ratio=0.22025.1230
CATPBackbone=Yi-VL-6B, Retention Ratio=0.22025.1229.5