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ResearchFormerly WizWand

Counterfactual Inference on CFInfer

38AccuracyOriginal Model
20.3224.9129.534.09Dec 28, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Original ModelBackbone=LLaVA-1.5-13B, Retention Ratio=1.02025.1238
TrimTokenator-LCBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1238
SparseVLMBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1237
DivPruneBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1237
VisionZipBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1236.5
TrimTokenatorBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1236.5
Original ModelBackbone=Yi-VL-6B, Retention Ratio=1.02025.1236.5
VTWBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1234.5
FastVBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1234
CATPBackbone=LLaVA-1.5-13B, Retention Ratio=0.22025.1234
TrimTokenator-LCBackbone=Yi-VL-6B, Retention Ratio=0.22025.1234
DivPruneBackbone=Yi-VL-6B, Retention Ratio=0.22025.1233
VisionZipBackbone=Yi-VL-6B, Retention Ratio=0.22025.1232.5
TrimTokenatorBackbone=Yi-VL-6B, Retention Ratio=0.22025.1232.5
SparseVLMBackbone=Yi-VL-6B, Retention Ratio=0.22025.1232
VTWBackbone=Yi-VL-6B, Retention Ratio=0.22025.1231.5
CATPBackbone=Yi-VL-6B, Retention Ratio=0.22025.1231.5
FastVBackbone=Yi-VL-6B, Retention Ratio=0.22025.1231
Original ModelBackbone=LLaVA-1.5-7B, Retention Ratio=1.02025.1230.5
Original ModelBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1230
TrimTokenator-LCBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1230
FastVBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1228.5
VisionZipBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1228.5
SparseVLMBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1228
VTWBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1227.5
DivPruneBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1226.5
TrimTokenatorBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1226
CATPBase Model=InternVL-Chat-ViT-6B-Vicuna-13B2025.1225
TrimTokenator-LCBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1225
TrimTokenatorBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1223.5
SparseVLMBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1223
FastVBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1222.5
VisionZipBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1222.5
DivPruneBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1222.5
VTWBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1222
CATPBackbone=LLaVA-1.5-7B, Retention Ratio=0.22025.1221