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Many-Shot Prompting: A Practical Guide to In-Context Learning at Scale

calendar_today April 22, 2026 person Shubhangi Upasani, Chen Wu, Jay Rainton, Bo Li, Urmish Thakker, Changran Hu, Qizheng Zhang domain sambanova

TL;DR: What We Found We ran thousands of experiments on many-shot in-context learning (ICL) across multiple benchmarks, model sizes, and prompting strategies. Here are the headline findings:

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