In-Context Learning

Dynamic Demonstrations Selection for Few-Shot Legal Argument Mining
Choosing few-shot examples per query by similarity lets LLMs mine legal arguments in EU court rulings as well as or better than expert-chosen examples.
Francesco Alfieri, Giulia Grundler, Francesca Galloni, Rūta Liepiņa, Francesca Lagioia, Andrea Galassi, Paolo Torroni
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Dynamic Demonstrations Selection for Few-Shot Legal Argument Mining