What type of study is this?

This is a Cohort Study study (also classified as: Experimental Study).

October 3, 2025Open Access

Collaboration and Conflict between Humans and Language Models through the Lens of Game Theory

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Authors

MSMukul Singh ARArjun Radhakrishna SGSumit Gulwani

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Overview

Analysis shows language models exhibit cooperation and adaptability in competitive environments, highlighting their potential role in human-AI interactions.

Key Points

Language models demonstrate strong cooperative behaviors, such as niceness and adaptability, while engaging in strategic interactions.
In an iterated prisoner's dilemma, language models' performance rivals that of classical strategies, showcasing advanced decision-making capabilities.
Behavioral analysis reveals language models can swiftly adapt to changes in opponent strategy, outperforming human counterparts in some scenarios.
The study provides a systematic characterization of language models' long-term cooperative behavior, essential for understanding human-AI collaboration.

Cite This Study

Singh et al. (2025) studied this question.

synapsesocial.com/papers/68e02f46f0e39f13e7fa2d4b https://doi.org/10.48550/arxiv.2509.04847

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October 3, 2025Open Access

Collaboration and Conflict between Humans and Language Models through the Lens of Game Theory

View Full Paper

Ask AI

Bookmark

Authors

MSMukul Singh ARArjun Radhakrishna SGSumit Gulwani

Discussion

Member takes

Overview

Analysis shows language models exhibit cooperation and adaptability in competitive environments, highlighting their potential role in human-AI interactions.

Key Points

Language models demonstrate strong cooperative behaviors, such as niceness and adaptability, while engaging in strategic interactions.
In an iterated prisoner's dilemma, language models' performance rivals that of classical strategies, showcasing advanced decision-making capabilities.
Behavioral analysis reveals language models can swiftly adapt to changes in opponent strategy, outperforming human counterparts in some scenarios.
The study provides a systematic characterization of language models' long-term cooperative behavior, essential for understanding human-AI collaboration.

Cite This Study

Singh et al. (2025) studied this question.

synapsesocial.com/papers/68e02f46f0e39f13e7fa2d4b https://doi.org/10.48550/arxiv.2509.04847

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