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  **Paper:** [TBD]
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- **GitHub Repository:** [https://github.com/pitehu/SimBench_release]
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  Simulations of human behavior based on LLMs have the potential to revolutionize the social and behavioral sciences, *if and only if* they faithfully reflect real human behaviors. Prior work across many disciplines has evaluated the simulation capabilities of specific LLMs in specific experimental settings, but often produced disparate results. To move towards a more robust understanding, SimBench compiles 20 datasets in a unified format, measuring diverse types of behavior (e.g., decision-making vs. self-assessment) across hundreds of thousands of diverse participants (e.g., from different parts of the world).
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  **Paper:** [TBD]
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+ **GitHub Repository:** https://github.com/pitehu/SimBench_release
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  Simulations of human behavior based on LLMs have the potential to revolutionize the social and behavioral sciences, *if and only if* they faithfully reflect real human behaviors. Prior work across many disciplines has evaluated the simulation capabilities of specific LLMs in specific experimental settings, but often produced disparate results. To move towards a more robust understanding, SimBench compiles 20 datasets in a unified format, measuring diverse types of behavior (e.g., decision-making vs. self-assessment) across hundreds of thousands of diverse participants (e.g., from different parts of the world).
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