From Outcome to Representation: Tracing Reasoning Mechanisms through Integrated Policy Gradient
Integrated Policy Gradient is introduced, a novel, training-free framework that brings policy-based attribution into mechanistic interpretability for LLM reasoning and enables modulation of reasoning capabilities, offering a powerful and reliable framework for understanding LLM reasoning.
Chang-Ming Li, Kai-Xin Zhang, Haoyun Xu et al.
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