ACL

Adversarial Defence without Adversarial Defence: Enhancing Language Model Robustness via Instance-level Principal Component Removal

Yang Wang, Chenghao Xiao, Yizhi Li, Stuart E. Middleton, Noura Al Moubayed, Chenghua Lin

机构 * The University of Manchester, UK（曼彻斯特大学） ； Durham University, UK（杜伦大学） ； The University of Southampton, UK（南安普顿大学） ； Automated Analytics, UK（自动化分析） 纠错

Comments This paper was accepted with an A-decision to Transactions of the Association for Computational Linguistics. This version is the pre-publication version prior to MIT Press production

ORMind: A Cognitive-Inspired End-to-End Reasoning Framework for Operations Research

Zhiyuan Wang, Bokui Chen, Yinya Huang, Qingxing Cao, Ming He, Jianping Fan, Xiaodan Liang

Comments Accepted by Annual Meetings of the Association for Computational Linguistics 2025

Journal ref In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track), 2025,Vienna, Austria. Association for Computational Linguistics

Explanatory Summarization with Discourse-Driven Planning

Dongqi Liu, Xi Yu, Vera Demberg, Mirella Lapata

机构 * Saarland University（萨尔兰大学） ； University of Edinburgh（爱丁堡大学） 纠错

Comments Accepted by the Transactions of the Association for Computational Linguistics (TACL 2025)

Journal ref Dongqi Liu, Xi Yu, Vera Demberg, Mirella Lapata; Explanatory Summarization with Discourse-Driven Planning. Transactions of the Association for Computational Linguistics 2025

Squeezed Attention: Accelerating Long Context Length LLM Inference

Coleman Hooper, Sehoon Kim, Hiva Mohammadzadeh, Monishwaran Maheswaran, Sebastian Zhao, June Paik, Michael W. Mahoney, Kurt Keutzer, Amir Gholami

Comments 22 Pages

Journal ref ACL 2025