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activation-based active learning

topic1 events
papersSEP 11 04:00 UTC

Activation-Based Active Learning Tested for In-Context Example Selection

A new arXiv paper examines whether internal transformer activations can guide the selection of in-context examples for large language models. The authors note that earlier work applied active learning to in-context sample selection, but without drawing on recent findings about how activations encode information. The study reports mixed results and lessons from testing this activation-based approach.

active-learning/in-context-learning/llm/research