SAUCE: Synchronous and Asynchronous User-Customizable Environment for Multi-Agent LLM Interaction

Shlomo Neuberger, Niv Eckhaus, Uri Berger, Amir Taubenfeld, Gabriel Stanovsky +1 more
11/5/2024
cs.CLcs.HC

No official code found. Best implementation: Deep-Cognition-Lab/SAUCE (6 stars, MIT, last commit 2025-07-21).

Abstract

Many human interactions, such as political debates, are carried out in group settings, where there are arbitrarily many participants, each with different views and agendas. To explore such complex social settings, we present SAUCE: a customizable Python platform, allowing researchers to plug-and-play various LLMs participating in discussions on any topic chosen by the user. Our platform takes care of instantiating the models, scheduling their responses, managing the discussion history, and producing a comprehensive output log, all customizable through configuration files, requiring little to no coding skills. A novel feature of SAUCE is our asynchronous communication feature, where models decide when to speak in addition to what to say, thus modeling an important facet of human communication. We show SAUCE's attractiveness in two initial experiments, and invite the community to use it in simulating various group simulations.

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Code Implementations(1)

MIT

a customizable Python platform, allowing researchers to plug-and-play various LLMs participating in a goal-oriented discussion.

62PythonAug 5, 20241 years agoMIT

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Cite this paper

@article{neuberger2024sauce,
  title  = {SAUCE: Synchronous and Asynchronous User-Customizable Environment for Multi-Agent LLM Interaction},
  author = {Shlomo Neuberger and Niv Eckhaus and Uri Berger and Amir Taubenfeld and Gabriel Stanovsky and Ariel Goldstein},
  year   = {2024},
  eprint = {2411.03397},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2411.03397v1}
}

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