Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models

Fardin Ahsan Sakib, Ziwei Zhu, Karen Trister Grace, Meliha Yetisgen, Ozlem Uzuner. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers). 2025.

Authors

Meliha Yetişgen (ORCID: https://orcid.org/0000-0001-9919-9811)
Karen Trister Grace
Ziwei Zhu (ORCID: https://orcid.org/0000-0001-9536-0575)
Fardin Ahsan Sakib (ORCID: https://orcid.org/0009-0009-8917-5256)
Özlem Uzuner (ORCID: https://orcid.org/0000-0001-8011-9850)

Publication Details

Published: 2025-01-01
DOI: https://doi.org/10.18653/v1/2025.acl-short.86
Primary Topic: Natural Language Processing Techniques
Type: article
Field-Weighted Citation Impact: 0.00

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article

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models

Meliha Yetişgen, Karen Trister Grace, Ziwei Zhu, Fardin Ahsan Sakib et al.

Jan 1, 2025

Natural Language Processing Techniques

article

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models

Meliha Yetişgen, Karen Trister Grace, Ziwei Zhu, Fardin Ahsan Sakib, Özlem Uzuner

January 1, 2025article en

Abstract

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Natural Language Processing Techniques

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Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models — Meliha Yetişgen, Karen Trister Grace, et al. · (2025) | TGRS Research Map | TGRS