most citedKnowledge Enhanced Multi-intent Transformer Network for Recommendation

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cs.CL2026

How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning

Haoyang Chen, Yi Liu, Jianzhi Shao +3

Thinking LLMs produce reasoning traces before answering. Prior activation steering work mainly targets on shaping these traces. It remains less understood how answer tokens actuall…