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Zhenya Huang

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Book Open access Aug 2026

Find Tailored Step Example for Next Step: a Targeted Step-wise Retrieval Framework for Guiding LLM Reasoning

This work proposes Step-wise Training for In-context Reasoning (STIR), a model to dynamically decide when to retrieve a single logically consistent next step, just using the current problem and its intermediate state as the query.

Cheng Yang, Zhenya Huang, Liyang He et al. · 0 citations