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Concept Identifiability on TruthfulQA

0.7758MCCLinear Probe
0.6164720.6578360.69920.740564Feb 14, 2025

Evaluation results

MethodLinks
Linear ProbeModel Backbone=Gemma-2-2B2025.020.7758
SSAEModel Backbone=Gemma-2-2B2025.020.7585
GemmaScopeModel Backbone=Gemma-2-2B2025.020.737
TopK-SAEModel Backbone=Gemma-2-2B2025.020.7281
Linear ProbeEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.7144
ReLU-SAEModel Backbone=Gemma-2-2B2025.020.7128
JumpReLU SAEModel Backbone=Gemma-2-2B2025.020.7128
SSAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.6952
ReLU-SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.6634
JumpReLU SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.6484
TopK-SAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.6234
PythiaSAEEvaluation Protocol=Recovered decoder directions evaluated on paired observations (f(x), f(x˜))2025.020.6226