Sparks of Arti cial General Intelligence:

Early experiments with GPT-4

S ebastien Bubeck Varun Chandrasekaran Ronen Eldan Johannes Gehrke

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Eric Horvitz Ece Kamar Peter Lee Yin Tat Lee Yuanzhi Li Scott Lundberg

Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang

Microsoft Research

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