06 Dec 2025
Researchers from Goodfire AI and Anthropic demonstrated that mechanistic interpretability tools, specifically logit lens analysis, can unsupervisably decode ROT-13 encoded reasoning within a finetuned large language model. Their developed pipeline successfully reconstructed human-readable reasoning transcripts, showing robustness against simple forms of internal textual obfuscation.
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