NAACL

Fine-Tuned LLMs are "Time Capsules" for Tracking Societal Bias Through Books

Sangmitra Madhusudan, Robert Morabito, Skye Reid, Nikta Gohari Sadr, Ali Emami

Comments 9 pages (excluding references), accepted to NAACL 2025

Hello Again! LLM-powered Personalized Agent for Long-term Dialogue

Hao Li, Chenghao Yang, An Zhang, Yang Deng, Xiang Wang, Tat-Seng Chua

Comments Accepted to NAACL 2025

Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs

Itai Mondshine, Tzuf Paz-Argaman, Reut Tsarfaty

Comments Accepted for NAACL findings 2025

The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding

Mo Yu, Lemao Liu, Junjie Wu, Tsz Ting Chung, Shunchi Zhang, Jiangnan Li, Dit-Yan Yeung, Jie Zhou

Comments NAACL 2025 Main Conference. First 5 authors contributed equally. Project page: https://physico-benchmark.github.io/

Communication is All You Need: Persuasion Dataset Construction via Multi-LLM Communication

Weicheng Ma, Hefan Zhang, Ivory Yang, Shiyu Ji, Joice Chen, Farnoosh Hashemi, Shubham Mohole, Ethan Gearey, Michael Macy, Saeed Hassanpour, Soroush Vosoughi

Comments Accepted to NAACL 2025 Main Conference

Examining and Adapting Time for Multilingual Classification via Mixture of Temporal Experts

Weisi Liu, Guangzeng Han, Xiaolei Huang

Comments accept to NAACL 2025

The LLM Language Network: A Neuroscientific Approach for Identifying Causally Task-Relevant Units

Badr AlKhamissi, Greta Tuckute, Antoine Bosselut, Martin Schrimpf

Comments NAACL 2025

What can Large Language Models Capture about Code Functional Equivalence?

Nickil Maveli, Antonio Vergari, Shay B. Cohen

Comments Accepted to Findings of NAACL 2025

Privacy Checklist: Privacy Violation Detection Grounding on Contextual Integrity Theory

Haoran Li, Wei Fan, Yulin Chen, Jiayang Cheng, Tianshu Chu, Xuebing Zhou, Peizhao Hu, Yangqiu Song

Comments To appear at NAACL 25

Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction

Wei Li, Wen Luo, Guangyue Peng, Houfeng Wang

Comments Accepted by NAACL 2025 main conference

Examining Spanish Counseling with MIDAS: a Motivational Interviewing Dataset in Spanish

Aylin Gunal, Bowen Yi, John Piette, Rada Mihalcea, Verónica Pérez-Rosas

Comments To appear in NAACL 2025 Main Conference

Towards Prompt Generalization: Grammar-aware Cross-Prompt Automated Essay Scoring

Heejin Do, Taehee Park, Sangwon Ryu, Gary Geunbae Lee

Comments NAACL 2025 (Findings)

ACCESS : A Benchmark for Abstract Causal Event Discovery and Reasoning

Vy Vo, Lizhen Qu, Tao Feng, Yuncheng Hua, Xiaoxi Kang, Songhai Fan, Tim Dwyer, Lay-Ki Soon, Gholamreza Haffari

Journal ref Proceedings of the 2025 Conference of the North American Chapter of the Association for Computational Linguistics

Guiding Medical Vision-Language Models with Explicit Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations

Kangyu Zhu, Ziyuan Qin, Huahui Yi, Zekun Jiang, Qicheng Lao, Shaoting Zhang, Kang Li

Comments Accepted to NAACL 2025 Main Conference

$C^2$: Scalable Auto-Feedback for LLM-based Chart Generation

Woosung Koh, Jang Han Yoon, MinHyung Lee, Youngjin Song, Jaegwan Cho, Jaehyun Kang, Taehyeon Kim, Se-Young Yun, Youngjae Yu, Bongshin Lee

Comments NAACL 2025 Main (Long)

Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can't Answer?

Nishant Balepur, Feng Gu, Abhilasha Ravichander, Shi Feng, Jordan Boyd-Graber, Rachel Rudinger

Comments NAACL 2025

Single Ground Truth Is Not Enough: Adding Flexibility to Aspect-Based Sentiment Analysis Evaluation

Soyoung Yang, Hojun Cho, Jiyoung Lee, Sohee Yoon, Edward Choi, Jaegul Choo, Won Ik Cho

Comments NAACL 2025 camera-ready

Representing Rule-based Chatbots with Transformers

Dan Friedman, Abhishek Panigrahi, Danqi Chen

Comments NAACL 2025. Code and data are available at https://github.com/princeton-nlp/ELIZA-Transformer

The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models

Artem Kirsanov, Chi-Ning Chou, Kyunghyun Cho, SueYeon Chung

Comments To appear in NAACL Findings 2025

Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations

Wenjie Mo, Jiashu Xu, Qin Liu, Jiongxiao Wang, Jun Yan, Hadi Askari, Chaowei Xiao, Muhao Chen

Comments Findings of NAACL 2025

Making Language Models Robust Against Negation

MohammadHossein Rezaei, Eduardo Blanco

Comments Accepted to NAACL 2025

Grammar Control in Dialogue Response Generation for Language Learning Chatbots

Dominik Glandorf, Peng Cui, Detmar Meurers, Mrinmaya Sachan

Comments Accepted to NAACL 2025

RusCode: Russian Cultural Code Benchmark for Text-to-Image Generation

Viacheslav Vasilev, Julia Agafonova, Nikolai Gerasimenko, Alexander Kapitanov, Polina Mikhailova, Evelina Mironova, Denis Dimitrov

Comments Accepted for NAACL 2025 Findings, GitHub: https://github.com/ai-forever/RusCode

A Large-Scale Benchmark for Vietnamese Sentence Paraphrases

Sang Quang Nguyen, Kiet Van Nguyen

Comments Accepted in NAACL 2025 Findings

Investigating the Zone of Proximal Development of Language Models for In-Context Learning

Peng Cui, Mrinmaya Sachan

Comments NAACL 2025 findings

Synthetic Audio Helps for Cognitive State Tasks

Adil Soubki, John Murzaku, Peter Zeng, Owen Rambow

Comments John Murzaku and Adil Soubki contributed equally to this work

Journal ref NAACL 2025

Multi-Agent Simulator Drives Language Models for Legal Intensive Interaction

Shengbin Yue, Ting Huang, Zheng Jia, Siyuan Wang, Shujun Liu, Yun Song, Xuanjing Huang, Zhongyu Wei

Comments Accepted by NAACL 2025

Multimodal Cognitive Reframing Therapy via Multi-hop Psychotherapeutic Reasoning

Subin Kim, Hoonrae Kim, Heejin Do, Gary Geunbae Lee

Comments NAACL 2025 Main

Related Knowledge Perturbation Matters: Rethinking Multiple Pieces of Knowledge Editing in Same-Subject

Zenghao Duan, Wenbin Duan, Zhiyi Yin, Yinghan Shen, Shaoling Jing, Jie Zhang, Huawei Shen, Xueqi Cheng

Comments Accepted by NAACL 2025

Knowledge Graph-Guided Retrieval Augmented Generation

Xiangrong Zhu, Yuexiang Xie, Yi Liu, Yaliang Li, Wei Hu

Comments Accepted in the 2025 Annual Conference of the Nations of the Americas Chapter of the ACL (NAACL 2025)