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Conversation Games and a Strategic View of the Turing Test

arXiv 2501.18455 ↗First posted 30 Jan 2025cs.AI cs.GTcited by 0

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Abstract (arXiv)

Although many game-theoretic models replicate real interactions that often rely on natural language, explicit study of games where language is central to strategic interaction remains limited. This paper introduces the conversation game, a multi-stage, extensive-form game based on linguistic strategic interaction. We focus on a subset of the games, called verdict games. In a verdict game, two players alternate to contribute to a conversation, which is evaluated at each stage by a non-strategic judge who may render a conclusive binary verdict, or a decision to continue the dialogue. The game ends once a limit is reached or a verdict is given. We show many familiar processes, such as interrogation or a court process fall under this category. We also, show that the Turing test is an instance of verdict game, and discuss the significance of a strategic view of the Turing test in the age of advanced AI deception. We show the practical relevance of the proposed concepts by simulation experiments, and show that a strategic agent outperforms a naive agent by a high margin.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 8 of its 22 references that are in the map. First posted on arXiv 30 Jan 2025.

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References · 8

  1. 2023DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvaturecited by 705
  2. 2024Understanding the planning of LLM agents: A surveycited by 414
  3. 2021Monte Carlo Tree Search: A Review of Recent Modifications and Applicationscited by 158
  4. 2021Strategic Classification in the Darkcited by 66
  5. 2024GPT-4 is judged more human than humans in displaced and inverted Turing testscited by 7
  6. 2023Hidden-Role Games: Equilibrium Concepts and Computationcited by 6
  7. 2020Competing in a Complex Hidden Role Game with Information Set Monte Carlo Tree Searchcited by 4
  8. 2023Regularized Conventions: Equilibrium Computation as a Model of Pragmatic Reasoningcited by 4

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