From Words to Numbers: Your Large Language Model Is Secretly A Capable Regressor When Given In-Context Examples

We analyze how well pre-trained large language models (e.g., Llama2, GPT-4, Claude 3, etc) can do linear and non-linear regression when given in-context examples, without any additional training or gradient updates. Our findings reveal that several large language models (e.g., GPT-4, Claude 3) are a...

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Veröffentlicht in:	arXiv.org 2024-09
Hauptverfasser:	Vacareanu, Robert, Vlad-Andrei Negru, Suciu, Vasile, Surdeanu, Mihai
Format:	Artikel
Sprache:	eng
Schlagworte:	Context Large language models Machine learning Regression
Online-Zugang:	Volltext
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