ResearchBenchmarksLLM Representational Unit Evaluation on CounterFactFollow99.93Faithfulness (R2)TSAE99.846899.868499.8999.9116Sep 25, 2025Evaluation ResultsMethodMethodLinksFaithfulness (R2)Stability (q*)TSAEModel=GEMMA2-9B, Activ...Model=GEMMA2-9B, Activation=JumpReLU, Capacity=4x2025.0999.9399.87TSAEModel=GEMMA2-2B, Activ...Model=GEMMA2-2B, Activation=JumpReLU, Capacity=4x2025.0999.9299.74TSAEModel=LLAMA3.1-8B, Act...Model=LLAMA3.1-8B, Activation=JumpReLU, Capacity=4x2025.0999.8599.95