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SAE Interpretability and Faithfulness Evaluation research benchmarks · SOTA2 Research

SAE Interpretability and Faithfulness Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DINOv2 ViT-B 14 Layer 12 activations

DINOv2 ViT-B/14 layer 12 (backbone only) (EF4)

6LLM Rank

12

Jun 1, 2026

ConvNeXt Base activations V2

ConvNeXtV2-Base (backbone only)

6LLM Rank

6

Jun 1, 2026

SigLIP2-B 16 activations

SigLIP2-B/16 (backbone only)

6LLM Rank

6

Jun 1, 2026

DINOv2 ViT-L/14 activations

DINOv2 ViT-L/14 (backbone only)

6LLM Rank

6

Jun 1, 2026

DINOv2 ViT-S 14 activations

DINOv2 ViT-S/14 (backbone only)

6LLM Rank

6

Jun 1, 2026

Popular datasets

Dino SigLIP2 ConvNeXt

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