most citedBecause we have LLMs, we Can and Should Pursue Agentic Interpretability

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cs.CL2025

Simple Mechanistic Explanations for Out-Of-Context Reasoning

Atticus Wang, Joshua Engels, Oliver Clive-Griffin +2

Out-of-context reasoning (OOCR) is a phenomenon in which fine-tuned LLMs exhibit surprisingly deep out-of-distribution generalization. Rather than learning shallow heuristics, they…