| <p align="center"> |
| <img src="assets/mas22.jpg" alt="MAST Logo" width="300"/> |
| </p> |
|
|
| Our blogpost: https://sites.google.com/berkeley.edu/mast/ |
|
|
| This repository contains the code and the data for the paper "Why Do Multi-Agent Systems Fail?" [https://arxiv.org/pdf/2503.13657](https://arxiv.org/pdf/2503.13657v2) |
|
|
|
|
| In this paper, we present the first comprehensive study of MAS challenges: MAST (Multi-Agent Systems Failure Taxonomy). |
|
|
|  |
|  |
|
|
| ## News! We just released our dataset with over 1K annotated MAS traces [https://arxiv.org/pdf/2503.13657v2](https://huggingface.co/datasets/mcemri/MAD) |
|
|
| For LLM-as-a-Judge annotated traces: |
| ``` |
| from huggingface_hub import hf_hub_download |
| import pandas as pd |
| import json |
| |
| REPO_ID = "mcemri/MAD" |
| FILENAME = "MAD_full_dataset.json" |
| |
| file_path = hf_hub_download(repo_id=REPO_ID, filename=FILENAME, repo_type="dataset") |
| with open(file_path, "r") as f: |
| data = json.load(f) |
| |
| print(f"Loaded {len(data)} records (full dataset).") |
| ``` |
|
|
| For human annotated traces: |
| ``` |
| FILENAME = "MAD_human_labelled_dataset.json" |
| |
| file_path = hf_hub_download(repo_id=REPO_ID, filename=FILENAME, repo_type="dataset") |
| with open(file_path, "r") as f: |
| data = json.load(f) |
| |
| print(f"Loaded {len(data)} records (human labelled).") |
| ``` |
|
|
| If you find this work useful, please cite it as follows: |
|
|
| ```bibtex |
| @article{cemri2025multi, |
| title={Why Do Multi-Agent LLM Systems Fail?}, |
| author={Cemri, Mert and Pan, Melissa Z and Yang, Shuyi and Agrawal, Lakshya A and Chopra, Bhavya and Tiwari, Rishabh and Keutzer, Kurt and Parameswaran, Aditya and Klein, Dan and Ramchandran, Kannan and others}, |
| journal={arXiv preprint arXiv:2503.13657}, |
| year={2025} |
| } |
| ``` |
|
|
