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Benson, J · 2020

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cs.CL 1

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2026 1

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UNVERDICTED 1

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

cs.CL · 2026-05-13 · unverdicted · novelty 6.0

Many-shot CoT-ICL improves when demonstrations are ordered for smooth conceptual progression, with CDS delivering up to 5.42 percentage-point gains on math tasks using 64 examples.

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  • Many-Shot CoT-ICL: Making In-Context Learning Truly Learn cs.CL · 2026-05-13 · unverdicted · none · ref 4

    Many-shot CoT-ICL improves when demonstrations are ordered for smooth conceptual progression, with CDS delivering up to 5.42 percentage-point gains on math tasks using 64 examples.