Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text

Paulina Garcia-Corral; Hannah Dorothy Bechara; Krishnamoorthy Manohara; Slava Jankin

Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text

Paulina Garcia-Corral, Hannah Dorothy Bechara, Krishnamoorthy Manohara, Slava Jankin

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Anthology ID:: 2025.konvens-2.4
Volume:: Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Workshops
Month:: September
Year:: 2025
Address:: Hannover, Germany
Editors:: Christian Wartena, Ulrich Heid
Venue:: WS
SIG:
Publisher:: HsH Applied Academics
Note:
Pages:: 36–53
Language:
URL:: https://aclanthology.org/2025.konvens-2.4/
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Cite (ACL):: Paulina Garcia-Corral, Hannah Dorothy Bechara, Krishnamoorthy Manohara, and Slava Jankin. 2025. Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text. In Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Workshops, pages 36–53, Hannover, Germany. HsH Applied Academics.
Cite (Informal):: Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text (Garcia-Corral et al., 2025)
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PDF:: https://aclanthology.org/2025.konvens-2.4.pdf

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@inproceedings{garcia-corral-etal-2025-causally,
 title = "Causally fooled in the name of being honest? Evaluating causal extraction in {LLM}s for political text",
 author = "Garcia-Corral, Paulina and
 Bechara, Hannah Dorothy and
 Manohara, Krishnamoorthy and
 Jankin, Slava",
 editor = "Wartena, Christian and
 Heid, Ulrich",
 booktitle = "Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Workshops",
 month = sep,
 year = "2025",
 address = "Hannover, Germany",
 publisher = "HsH Applied Academics",
 url = "https://aclanthology.org/2025.konvens-2.4/",
 pages = "36--53"
}

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%0 Conference Proceedings
%T Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text
%A Garcia-Corral, Paulina
%A Bechara, Hannah Dorothy
%A Manohara, Krishnamoorthy
%A Jankin, Slava
%Y Wartena, Christian
%Y Heid, Ulrich
%S Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Workshops
%D 2025
%8 September
%I HsH Applied Academics
%C Hannover, Germany
%F garcia-corral-etal-2025-causally
%U https://aclanthology.org/2025.konvens-2.4/
%P 36-53

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Markdown (Informal)

[Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text](https://aclanthology.org/2025.konvens-2.4/) (Garcia-Corral et al., 2025)

Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text (Garcia-Corral et al., 2025)

ACL

Paulina Garcia-Corral, Hannah Dorothy Bechara, Krishnamoorthy Manohara, and Slava Jankin. 2025. Causally fooled in the name of being honest? Evaluating causal extraction in LLMs for political text. In Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Workshops, pages 36–53, Hannover, Germany. HsH Applied Academics.