Many-Shot In-Context Learning

Large language models (LLMs) excel at few-shot in-context learning (ICL) -- learning from a few examples provided in context at inference, without any weight updates. Newly expanded context windows allow us to investigate ICL with hundreds or thousands of examples -- the many-shot regime. Going from...

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Veröffentlicht in:	arXiv.org 2024-10
Hauptverfasser:	Agarwal, Rishabh, Singh, Avi, Zhang, Lei M, Bohnet, Bernd, Rosias, Luis, Chan, Stephanie, Zhang, Biao, Anand, Ankesh, Abbas, Zaheer, Nova, Azade, Co-Reyes, John D, Chu, Eric, Behbahani, Feryal, Faust, Aleksandra, Larochelle, Hugo
Format:	Artikel
Sprache:	eng
Schlagworte:	Context Large language models Task complexity
Online-Zugang:	Volltext
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