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ResearchFormerly WizWand

Image Editing on IEdit

11.34AccuracyTrimTokenator-LC
3.92485.84997.7759.7001Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TrimTokenator-LCBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1211.34
DivPruneBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.77
Original ModelBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.74
TrimTokenatorBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.61
SparseVLMBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.32
VisionZipBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.28
CATPBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1210.12
FastVBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.129.82
VTWBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.129.75
Original ModelBackbone=LLaVA-1.5-13B, Retention Ratio=1.02025.129
TrimTokenator-LCBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.128.35
DivPruneBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.128.3
TrimTokenatorBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.128.15
SparseVLMBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.127.96
Original ModelBackbone=Yi-VL-6B, Retention Ratio=1.02025.127.9
VisionZipBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.127.82
VTWBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.127.61
TrimTokenator-LCBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.59
CATPBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.127.57
FastVBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.127.48
DivPruneBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.45
TrimTokenatorBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.4
VisionZipBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.29
VTWBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.25
SparseVLMBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.18
CATPBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.15
FastVBackbone=Yi-VL-6B, Retention Ratio=0.22025.127.12
Original ModelBackbone=LLaVA-1.5-7B, Retention Ratio=1.02025.125.36
TrimTokenator-LCBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.125.15
SparseVLMBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.125.03
DivPruneBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.61
TrimTokenatorBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.52
VisionZipBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.43
VTWBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.37
FastVBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.26
CATPBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.124.21