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Cem Levi

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#machine learning Preprint Sep 2026

Data Efficient Sample Selection for In-Context Learning

DearICL (Data Efficient Algorithm for Ranking) ICL samples, a new framework that models demonstration example selection as a subset ranking problem, achieves 8.08-15.9% accuracy gains over strong linear bandit baselines, with low sample complexity.

V. Venktesh, Cem Levi, Avishek Anand · 0 citations