Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts

Zehan Li; Ruhua Pan; Xinyu Pi

doi:10.18653/v1/2025.wnu-1.10

Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts

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Anthology ID:: 2025.wnu-1.10
Volume:: Proceedings of the The 7th Workshop on Narrative Understanding
Month:: May
Year:: 2025
Address:: Albuquerque, New Mexico
Editors:: Elizabeth Clark, Yash Kumar Lal, Snigdha Chaturvedi, Mohit Iyyer, Anneliese Brei, Ashutosh Modi, Khyathi Raghavi Chandu
Venues:: WNU | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 36–51
Language:
URL:: https://aclanthology.org/2025.wnu-1.10/
DOI:: 10.18653/v1/2025.wnu-1.10
Bibkey:
Cite (ACL):: Zehan Li, Ruhua Pan, and Xinyu Pi. 2025. Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts. In Proceedings of the The 7th Workshop on Narrative Understanding, pages 36–51, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts (Li et al., WNU 2025)
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PDF:: https://aclanthology.org/2025.wnu-1.10.pdf

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@inproceedings{li-etal-2025-beyond-llms,
    title = "Beyond {LLM}s A Linguistic Approach to Causal Graph Generation from Narrative Texts",
    author = "Li, Zehan  and
      Pan, Ruhua  and
      Pi, Xinyu",
    editor = "Clark, Elizabeth  and
      Lal, Yash Kumar  and
      Chaturvedi, Snigdha  and
      Iyyer, Mohit  and
      Brei, Anneliese  and
      Modi, Ashutosh  and
      Chandu, Khyathi Raghavi",
    booktitle = "Proceedings of the The 7th Workshop on Narrative Understanding",
    month = may,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.wnu-1.10/",
    doi = "10.18653/v1/2025.wnu-1.10",
    pages = "36--51",
    ISBN = "979-8-89176-247-3"
}

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%0 Conference Proceedings
%T Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts
%A Li, Zehan
%A Pan, Ruhua
%A Pi, Xinyu
%Y Clark, Elizabeth
%Y Lal, Yash Kumar
%Y Chaturvedi, Snigdha
%Y Iyyer, Mohit
%Y Brei, Anneliese
%Y Modi, Ashutosh
%Y Chandu, Khyathi Raghavi
%S Proceedings of the The 7th Workshop on Narrative Understanding
%D 2025
%8 May
%I Association for Computational Linguistics
%C Albuquerque, New Mexico
%@ 979-8-89176-247-3
%F li-etal-2025-beyond-llms
%R 10.18653/v1/2025.wnu-1.10
%U https://aclanthology.org/2025.wnu-1.10/
%U https://doi.org/10.18653/v1/2025.wnu-1.10
%P 36-51

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Markdown (Informal)

[Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts](https://aclanthology.org/2025.wnu-1.10/) (Li et al., WNU 2025)

Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts (Li et al., WNU 2025)

ACL

Zehan Li, Ruhua Pan, and Xinyu Pi. 2025. Beyond LLMs A Linguistic Approach to Causal Graph Generation from Narrative Texts. In Proceedings of the The 7th Workshop on Narrative Understanding, pages 36–51, Albuquerque, New Mexico. Association for Computational Linguistics.