demonstration-selection

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#demonstration-selection

Many-Shot CoT-ICL: Making In-Context Learning Truly Learn

Hugging Face Daily Papers · 2026-05-13 Cached

This paper investigates many-shot chain-of-thought in-context learning for reasoning tasks, revealing that standard scaling rules do not transfer and proposing Curvilinear Demonstration Selection (CDS) for improved ordering, achieving up to 5.42 percentage-point gain.

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