Enhancing the Planning Capabilities of Large Language Models by Building External World Models

Edwin Chen; Xiaoyan Li; Colin Bellinger; Yunli Wang

Enhancing the Planning Capabilities of Large Language Models by Building External World Models

Edwin Chen, Xiaoyan Li, Colin Bellinger, Yunli Wang

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Anthology ID:: 2025.agentscen-1.2
Volume:: Proceedings of the 2nd Workshop on Agent AI for Scenario Planning
Month:: 16 August
Year:: 2025
Address:: Montreal, Canada
Editors:: Chung-Chi Chen, Tatsuya Ishigaki, Sophia Ananiadou, Hiroya Takamura
Venues:: AgentScen | WS
SIG:
Publisher:: -
Note:
Pages:: 18–29
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URL:: https://aclanthology.org/2025.agentscen-1.2/
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Cite (ACL):: Edwin Chen, Xiaoyan Li, Colin Bellinger, and Yunli Wang. 2025. Enhancing the Planning Capabilities of Large Language Models by Building External World Models. In Proceedings of the 2nd Workshop on Agent AI for Scenario Planning, pages 18–29, Montreal, Canada. -.
Cite (Informal):: Enhancing the Planning Capabilities of Large Language Models by Building External World Models (Chen et al., AgentScen 2025)
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PDF:: https://aclanthology.org/2025.agentscen-1.2.pdf

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@inproceedings{chen-etal-2025-enhancing-planning,
    title = "Enhancing the Planning Capabilities of Large Language Models by Building External World Models",
    author = "Chen, Edwin  and
      Li, Xiaoyan  and
      Bellinger, Colin  and
      Wang, Yunli",
    editor = "Chen, Chung-Chi  and
      Ishigaki, Tatsuya  and
      Ananiadou, Sophia  and
      Takamura, Hiroya",
    booktitle = "Proceedings of the 2nd Workshop on Agent AI for Scenario Planning",
    month = "16 " # aug,
    year = "2025",
    address = "Montreal, Canada",
    publisher = "-",
    url = "https://aclanthology.org/2025.agentscen-1.2/",
    pages = "18--29"
}

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%0 Conference Proceedings
%T Enhancing the Planning Capabilities of Large Language Models by Building External World Models
%A Chen, Edwin
%A Li, Xiaoyan
%A Bellinger, Colin
%A Wang, Yunli
%Y Chen, Chung-Chi
%Y Ishigaki, Tatsuya
%Y Ananiadou, Sophia
%Y Takamura, Hiroya
%S Proceedings of the 2nd Workshop on Agent AI for Scenario Planning
%D 2025
%8 16 aug
%I -
%C Montreal, Canada
%F chen-etal-2025-enhancing-planning
%U https://aclanthology.org/2025.agentscen-1.2/
%P 18-29

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Markdown (Informal)

[Enhancing the Planning Capabilities of Large Language Models by Building External World Models](https://aclanthology.org/2025.agentscen-1.2/) (Chen et al., AgentScen 2025)

Enhancing the Planning Capabilities of Large Language Models by Building External World Models (Chen et al., AgentScen 2025)

ACL

Edwin Chen, Xiaoyan Li, Colin Bellinger, and Yunli Wang. 2025. Enhancing the Planning Capabilities of Large Language Models by Building External World Models. In Proceedings of the 2nd Workshop on Agent AI for Scenario Planning, pages 18–29, Montreal, Canada. -.