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From Brewing to Resolution: Tracing the Internal Lifecycle of Code Reasoning in LLMs.

arXiv:2606.17648v3 Announce Type: replace Abstract: Standard accuracy metrics cannot explain why LLMs handle variable tracking but fail on semantically equivalent loops. We study an internal lifecycle of code reasoning in which models first brew the answer, ma

arXiv cs.AIResearch source·