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Activation Reconstruction on Pythia 1.4b

0.22MSESAE
0.21640.24070.2650.2893May 10, 2026

Evaluation results

MethodLinks
SAEVariant=SAE2026.050.220.97840.92890.8—
fmxcoderVariant=fmxcoder (p = 0), masking_probability=02026.050.220.97810.927510.8—
fmxcoderVariant=fmxcoder (p = 0.05), masking_probability=0.052026.050.230.97770.92635.5—
CrosscoderVariant=Crosscoder2026.050.310.96910.89760.2—
Basis-Sharing-coreBackbone=Pythia 1.4B, Compression Ratio (d/D)=0.252026.05————7.95
Pure-bundle GBD (λ=0)Backbone=Pythia 1.4B, Compression Ratio (d/D)=0.252026.05————5.76
SVD-LLM V1Backbone=Pythia 1.4B, Compression Ratio (d/D)=0.252026.05————1.93
SVD-LLM V2Backbone=Pythia 1.4B, Compression Ratio (d/D)=0.252026.05————1.79