ACL

Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts

Raavi Gupta, Pranav Hari Panicker, Sumit Bhatia, Ganesh Ramakrishnan

机构 * Columbia University（哥伦比亚大学） ； IIT Bombay（印度理工学院Bombay） ； Media and Data Science Research (MDSR) Lab, Adobe（Adobe媒体与数据科学研究实验室） 纠错

Comments To appear at International Joint Conference on Natural Language Processing & Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL), 2025

DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting

Mingchen Li, Heng Fan, Song Fu, Junhua Ding, Yunhe Feng

机构 * University of North Texas（北卡罗来纳州立大学） ； Department of Computer Science and Engineering（计算机科学与工程系） ； Department of Data Science（数据科学系） 纠错

Comments 9 pages, 3 figures, 5 tables

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025

QE4PE: Word-level Quality Estimation for Human Post-Editing

Gabriele Sarti, Vilém Zouhar, Grzegorz Chrupała, Ana Guerberof-Arenas, Malvina Nissim, Arianna Bisazza

机构 * CLCG, University of Groningen（格罗宁根大学CLCG中心） ； ETH Zürich（苏黎世联邦理工学院） ； CSAI, Tilburg University（蒂尔堡大学CSAI中心） 纠错

Comments Accepted by TACL (pre-MIT Press publication version); Code: https://github.com/gsarti/qe4pe. Dataset: https://huggingface.co/datasets/gsarti/qe4pe

Journal ref Transactions of the Association for Computational Linguistics (2025) 13: 1410-1435

Toward Reliable Ad-hoc Scientific Information Extraction: A Case Study on Two Materials Datasets

Satanu Ghosh, Neal R. Brodnik, Carolina Frey, Collin Holgate, Tresa M. Pollock, Samantha Daly, Samuel Carton

机构 * University of New Hampshire（新罕布什尔大学） ； University of California, Santa Barbara（加州大学圣芭芭拉分校） 纠错

Comments LLM for information extraction. Update on 12/11/2024: We added some relevant literature that we missed in the previous version of the paper. Update on 05/25/2025: We changed the metadata

Journal ref Findings of the Association for Computational Linguistics: ACL 2024