AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Paper • 2507.08616 • Published • 15
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58 | ba | 80 | 1 | {"graph": {"directed": false, "multigraph": false, "graph": {}, "nodes": [{"name": "Jesse", "id": 0}, {"name": "Janet", "id": 1}, {"name": "Martha", "id": 2}, {"name": "Brittany", "id": 3}, {"name": "Jerry", "id": 4}, {"name": "Patrick", "id": 5}, {"name": "Kelly", "id": 6}, {"name": "Hannah", "id": 7}, {"name": "Linda... |
59 | ba | 80 | 2 | {"graph": {"directed": false, "multigraph": false, "graph": {}, "nodes": [{"name": "Amy", "id": 0}, {"name": "Ashley", "id": 1}, {"name": "Mark", "id": 2}, {"name": "Kimberly", "id": 3}, {"name": "Eric", "id": 4}, {"name": "Kathleen", "id": 5}, {"name": "Susan", "id": 6}, {"name": "Alexis", "id": 7}, {"name": "Carolyn"... |
60 | ba | 90 | 0 | {"graph": {"directed": false, "multigraph": false, "graph": {}, "nodes": [{"name": "Martha", "id": 0}, {"name": "Charlotte", "id": 1}, {"name": "Matthew", "id": 2}, {"name": "Jeremy", "id": 3}, {"name": "Marilyn", "id": 4}, {"name": "Daniel", "id": 5}, {"name": "Jennifer", "id": 6}, {"name": "Sandra", "id": 7}, {"name"... |
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AgentsNet
This repository contains the graph instances used in the AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs paper.
AgentsNet is a new benchmark for multi-agent reasoning, designed to measure the ability of multi-agent systems to collaboratively form strategies for problem-solving, self-organization, and effective communication given a network topology. It draws inspiration from classical problems in distributed systems and graph theory.
- Paper: AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
- Project Page: https://agentsnet.graphben.ch
- GitHub Repository: https://github.com/ashleve/lightning-hydra-template
Dataset
The dataset consists of synthetic graphs generated using various random graph models. It serves as the input for all experiments in the benchmark.
Citation
If you use this dataset, please cite the associated paper:
@misc{grötschla2025agentsnetcoordinationcollaborativereasoning,
title={AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs},
author={Florian Grötschla and Luis Müller and Jan Tönshoff and Mikhail Galkin and Bryan Perozzi},
year={2025},
eprint={2507.08616},
archivePrefix={arXiv},
primaryClass={cs.MA},
url={https://arxiv.org/abs/2507.08616},
}
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Size of downloaded dataset files:
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Number of rows:
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