SOTOPIA-S4让非程序员也能轻松做大规模社会模拟实验。
SOTOPIA-S4: a user-friendly system for flexible, customizable, and large-scale social simulation
- 提供可定制的多轮多人对话模拟引擎
- 支持灵活评估指标，用于验证社会学假设
- 集成网页界面与API，适合科研与实践者使用
通过大语言模型（LLM）代理进行社会模拟，是探索社会科学研究问题及代理行为的有效途径。我们提出SOTOPIA-S4，一个快速、灵活且可扩展的社会模拟系统，克服了现有框架的技术门槛，使用户能够生成多轮、多方的基于LLM的交互，并自定义评估指标以测试假设。SOTOPIA-S4以pip包形式提供，包含模拟引擎、支持灵活RESTful API的API服务器以及无需编程即可设计、运行和分析模拟的网页界面。我们通过双人招聘谈判和多方协作规划两个用例展示了其有效性。
原文摘要 · Abstract (English)
Social simulation through large language model (LLM) agents is a promising approach to explore and validate hypotheses related to social science questions and LLM agents behavior. We present SOTOPIA-S4, a fast, flexible, and scalable social simulation system that addresses the technical barriers of current frameworks while enabling practitioners to generate multi-turn and multi-party LLM-based interactions with customizable evaluation metrics for hypothesis testing. SOTOPIA-S4 comes as a pip package that contains a simulation engine, an API server with flexible RESTful APIs for simulation management, and a web interface that enables both technical and non-technical users to design, run, and analyze simulations without programming. We demonstrate the usefulness of SOTOPIA-S4 with two use cases involving dyadic hiring negotiation and multi-party planning scenarios.
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