List your company

SAE latent interpretation on Goodfire SAEs (test)

62.8Hit RateSelfIE (SA)
33.57641.16348.7556.337Feb 10, 2026

Evaluation results

MethodLinks
SelfIE (SA)Training Source=Goodfire SAE, Method Type=Scalar Affine2026.0262.887.7
Original + 5 ParaphrasesLabel candidates=62026.0262.289.5
SelfIE (SA+LR)Training Source=Goodfire SAE, Method Type=Scalar Affine + Rank-162026.0259.287.4
Auto-Interp Labels x6Label candidates=62026.025987.2
SelfIE (SA)Training Source=Llama Scope SAE, Method Type=Scalar Affine2026.0256.483.9
SelfIE (SA)Training Source=Wikipedia topics, Method Type=Scalar Affine2026.0249.774
SelfIE (SA+LR)Training Source=Llama Scope SAE, Method Type=Scalar Affine + Rank-162026.0246.576.1
Untrained SelfIETraining Source=None2026.0240.469.1
SelfIE (Full-Rank)Training Source=Wikipedia topics, Method Type=Full-Rank2026.0234.760.7