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Evaluating Negotiation Capabilities of Large Language Models: From Ultimatum Games to Nash Bargaining

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Proceedings of the Human Factors and Ergonomics Society Annual Meeting

Published online on

Abstract

Proceedings of the Human Factors and Ergonomics Society Annual Meeting, Volume 69, Issue 1, Page 1881-1886, September 2025.
Negotiation is a live, back-and-forth process—exactly the kind of human interaction today’s static AI benchmarks miss. We created interactive agent environments based on two classic game-theory paradigms—the one-shot Ultimatum Game and the open-ended Nash ...