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Concept Identifiability on CORR (2, 1)

90.47MCCSSAE
48.693259.539170.38581.2309Feb 14, 2025

Evaluation results

MethodLinks
SSAEModel Backbone=Gemma-2-2B2025.0290.47
Linear ProbeModel Backbone=Gemma-2-2B2025.0277.46
SSAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0270.91
PythiaSAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0269.72
Linear ProbeEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0257.74
GemmaScopeModel Backbone=Gemma-2-2B2025.0257.6
TopK-SAEModel Backbone=Gemma-2-2B2025.0255.42
JumpReLU SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0254.9
TopK-SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0253.42
ReLU-SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.0251.9
ReLU-SAEModel Backbone=Gemma-2-2B2025.0251.32
JumpReLU SAEModel Backbone=Gemma-2-2B2025.0250.3