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Improve magentic one doc string (#4781)

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* Enhance MagenticOneGroupChat documentation with architecture overview and citation reference

* Fix formatting in MagenticOneGroupChat documentation and add citation reference
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python/packages/autogen-agentchat/src/autogen_agentchat/teams/_group_chat/_magentic_one/_magentic_one_group_chat.py
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@ -19,6 +19,8 @@ class MagenticOneGroupChat(BaseGroupChat):
The orchestrator handles the conversation flow, ensuring that the task is completed
efficiently by managing the participants' interactions.
The orchestrator is based on the Magentic-One architecture, which is a generalist multi-agent system for solving complex tasks (see references below).
Args:
participants (List[ChatAgent]): The participants in the group chat.
model_client (ChatCompletionClient): The model client used for generating responses.
@ -56,6 +58,19 @@ class MagenticOneGroupChat(BaseGroupChat):
asyncio.run(main())
References:
If you use the MagenticOneGroupChat in your work, please cite the following paper:
.. code-block:: bibtex
@article{fourney2024magentic,
title={Magentic-one: A generalist multi-agent system for solving complex tasks},
author={Fourney, Adam and Bansal, Gagan and Mozannar, Hussein and Tan, Cheng and Salinas, Eduardo and Niedtner, Friederike and Proebsting, Grace and Bassman, Griffin and Gerrits, Jack and Alber, Jacob and others},
journal={arXiv preprint arXiv:2411.04468},
year={2024}
}
"""
def __init__(