Human or Not? A Gamified Approach to the Turing Test
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Abstract (arXiv)
We present "Human or Not?", an online game inspired by the Turing test, that measures the capability of AI chatbots to mimic humans in dialog, and of humans to tell bots from other humans. Over the course of a month, the game was played by over 1.5 million users who engaged in anonymous two-minute chat sessions with either another human or an AI language model which was prompted to behave like humans. The task of the players was to correctly guess whether they spoke to a person or to an AI. This largest scale Turing-style test conducted to date revealed some interesting facts. For example, overall users guessed the identity of their partners correctly in only 68% of the games. In the subset of the games in which users faced an AI bot, users had even lower correct guess rates of 60% (that is, not much higher than chance). This white paper details the development, deployment, and results of this unique experiment. While this experiment calls for many extensions and refinements, these findings already begin to shed light on the inevitable near future which will commingle humans and AI.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). Builds on 1 of its 7 references that are in the map. First posted on arXiv 31 May 2023.
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1 of 7 references.
References · 1
- 2023In-Context Retrieval-Augmented Language Modelscited by 694
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Citing papers per year: 2023: 2; 2024: 6; 2025: 5; 2026: 3.
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- 2025Large Language Models Pass the Turing Testcited by 48
- 2024People cannot distinguish GPT-4 from a human in a Turing testcited by 46
- 2024How Well Can LLMs Echo Us? Evaluating AI Chatbots' Role-Play Ability with ECHOcited by 19
- 2024Attributions toward Artificial Agents in a modified Moral Turing Testcited by 18
- 2025IMPersona: Evaluating Individual Level LM Impersonationcited by 11
- 2023International Governance of Civilian AI: A Jurisdictional Certification Approachcited by 8
- 2024X-TURING: Towards an Enhanced and Efficient Turing Test for Long-Term Dialogue Agentscited by 6
- 2024Are You Human? An Adversarial Benchmark to Expose LLMscited by 5
- 2025When Incentives Backfire, Data Stops Being Humancited by 4
- 2023Survey of Consciousness Theory from Computational Perspectivecited by 3
- 2025A Rigorous Turing Test: a Foundation for Evaluating Artificial General Intelligencecited by 2
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?cited by 2
4 more
- 2025ChatGPT-4 and other LLMs in the Turing Test: A Critical Analysiscited by 1
- 2024Using Large Language Models to Generate Authentic Multi-agent Knowledge Work Datasetscited by 0
- 2026Book your room in the Turing Hotel! A symmetric and distributed Turing Test with multiple AIs and humanscited by 0
- 2026Are Human-Aligned Models Models of Humans? A Turing-Test Gap in Preference Alignmentcited by 0
- 2026Are Human-Aligned Models Models of Humans? A Turing-Test Gap in Preference Alignment20 Sep 2026
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?27 Mar 2026
- 2026Book your room in the Turing Hotel! A symmetric and distributed Turing Test with multiple AIs and humans19 Mar 2026
- 2025IMPersona: Evaluating Individual Level LM Impersonation6 Apr 2025
- 2025Large Language Models Pass the Turing Test31 Mar 2025
- 2025ChatGPT-4 and other LLMs in the Turing Test: A Critical Analysis9 Mar 2025
- 2025When Incentives Backfire, Data Stops Being Human11 Feb 2025
- 2025A Rigorous Turing Test: a Foundation for Evaluating Artificial General Intelligence29 Jan 2025
- 2024Are You Human? An Adversarial Benchmark to Expose LLMs12 Oct 2024
- 2024Using Large Language Models to Generate Authentic Multi-agent Knowledge Work Datasets6 Sep 2024
- 2024X-TURING: Towards an Enhanced and Efficient Turing Test for Long-Term Dialogue Agents19 Aug 2024
- 2024People cannot distinguish GPT-4 from a human in a Turing test9 May 2024
4 more
- 2024How Well Can LLMs Echo Us? Evaluating AI Chatbots' Role-Play Ability with ECHO22 Apr 2024
- 2024Attributions toward Artificial Agents in a modified Moral Turing Test3 Apr 2024
- 2023Survey of Consciousness Theory from Computational Perspective18 Sep 2023
- 2023International Governance of Civilian AI: A Jurisdictional Certification Approach29 Aug 2023
- 2025Large Language Models Pass the Turing Testcited by 48
- 2024People cannot distinguish GPT-4 from a human in a Turing testcited by 46
- 2024How Well Can LLMs Echo Us? Evaluating AI Chatbots' Role-Play Ability with ECHOcited by 19
- 2024Attributions toward Artificial Agents in a modified Moral Turing Testcited by 18
- 2025IMPersona: Evaluating Individual Level LM Impersonationcited by 11
- 2023International Governance of Civilian AI: A Jurisdictional Certification Approachcited by 8
- 2024Are You Human? An Adversarial Benchmark to Expose LLMscited by 5
- 2025When Incentives Backfire, Data Stops Being Humancited by 4
- 2023Survey of Consciousness Theory from Computational Perspectivecited by 3
- 2025A Rigorous Turing Test: a Foundation for Evaluating Artificial General Intelligencecited by 2
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?cited by 2
- 2025ChatGPT-4 and other LLMs in the Turing Test: A Critical Analysiscited by 1
12 most cited of 13 All 13 (JSON)
- 2026How Open Must Language Models be to Enable Reliable Scientific Inference?27 Mar 2026
- 2026Book your room in the Turing Hotel! A symmetric and distributed Turing Test with multiple AIs and humans19 Mar 2026
- 2025IMPersona: Evaluating Individual Level LM Impersonation6 Apr 2025
- 2025Large Language Models Pass the Turing Test31 Mar 2025
- 2025ChatGPT-4 and other LLMs in the Turing Test: A Critical Analysis9 Mar 2025
- 2025When Incentives Backfire, Data Stops Being Human11 Feb 2025
- 2025A Rigorous Turing Test: a Foundation for Evaluating Artificial General Intelligence29 Jan 2025
- 2024Are You Human? An Adversarial Benchmark to Expose LLMs12 Oct 2024
- 2024People cannot distinguish GPT-4 from a human in a Turing test9 May 2024
- 2024How Well Can LLMs Echo Us? Evaluating AI Chatbots' Role-Play Ability with ECHO22 Apr 2024
- 2024Attributions toward Artificial Agents in a modified Moral Turing Test3 Apr 2024
- 2023Survey of Consciousness Theory from Computational Perspective18 Sep 2023
12 newest of 13 All 13 (JSON)