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

Edwin Chen, Xiaoyan Li, Colin Bellinger, Yunli Wang


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
Language:
URL:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.agentscen-1.2/
DOI:
Bibkey:
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://preview.aclanthology.org/mtsummit-25-ingestion/2025.agentscen-1.2.pdf