Revealing Algorithmic Deductive Circuits for Logical Reasoning

In three linesStudy localizing logical reasoning mechanisms in LLMs. Researchers identify attention heads responsible for individual reasoning steps via causal mediation analysis. Finding: ~3% of heads handle fact/rule retrieval, higher layers coordinate global information integration and graph traversal strategies.

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