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SAE Activation research benchmarks · SOTA2 Research

SAE Activation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Gemma and Llama Scope SAE features 3-9 cross-entropy range

98.7Win Percentage

30

Mar 9, 2026

Neuronpedia SAE features entropy 3-9

81Win Percentage

30

Mar 9, 2026

SAE features (Entropy 3-9 range)

21.053Mean Activation (Entropy 3-9)

12

Mar 9, 2026

SAE features (Full Dataset)

3.81Mean Activation

6

Mar 9, 2026

SAE Activation Task (full dataset)

7.927Mean Activation Value

6

Mar 9, 2026

Popular datasets

SAE features SAE Activation Task Neuronpedia SAE Gemma and Llama Scope SAE features

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