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Xin-Yu Zhang

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#large language models Book Open access Nov 2026

Process In-Context Learning: Confusion-Aware Demonstration Retrieval and Dynamic Insertion for Mathematical Reasoning

In-context learning (ICL) has achieved strong results across a wide range of large language model (LLM) tasks. However, its effectiveness for problems that require step-by-step deduction, such as mathematical reasoning, is still not well understood. One major limitation of existing ICL methods is that demonstrations ar...

Ang Gao, Chang-Shuo Zhang, Xiao Zhang et al. · 0 citations

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