NAACL

Hybrid Graphs for Table-and-Text based Question Answering using LLMs

Ankush Agarwal, Ganesh S, Chaitanya Devaguptapu

Comments Accepted at NAACL 2025 Main Track

Tonguescape: Exploring Language Models Understanding of Vowel Articulation

Haruki Sakajo, Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

Comments Accepted to NAACL 2025

AI-Assisted Human Evaluation of Machine Translation

Vilém Zouhar, Tom Kocmi, Mrinmaya Sachan

Comments NAACL 2025

Towards Lifelong Dialogue Agents via Timeline-based Memory Management

Kai Tzu-iunn Ong, Namyoung Kim, Minju Gwak, Hyungjoo Chae, Taeyoon Kwon, Yohan Jo, Seung-won Hwang, Dongha Lee, Jinyoung Yeo

Comments Accepted to NAACL 2025

Mitigating Hallucinated Translations in Large Language Models with Hallucination-focused Preference Optimization

Zilu Tang, Rajen Chatterjee, Sarthak Garg

Comments NAACL 2025 Main Conference Long paper (9 pages)

Journal ref NAACL 2025

Giving the Old a Fresh Spin: Quality Estimation-Assisted Constrained Decoding for Automatic Post-Editing

Sourabh Deoghare, Diptesh Kanojia, Pushpak Bhattacharyya

Comments Accepted to NAACL 2025 Main Conference: Short Papers

Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment

Yuu Jinnai, Tetsuro Morimura, Kaito Ariu, Kenshi Abe

Comments NAACL 2025

FactCG: Enhancing Fact Checkers with Graph-Based Multi-Hop Data

Deren Lei, Yaxi Li, Siyao Li, Mengya Hu, Rui Xu, Ken Archer, Mingyu Wang, Emily Ching, Alex Deng

Comments NAACL 2025

Histoires Morales: A French Dataset for Assessing Moral Alignment

Thibaud Leteno, Irina Proskurina, Antoine Gourru, Julien Velcin, Charlotte Laclau, Guillaume Metzler, Christophe Gravier

Comments Accepted to NAACL 2025

Mamba-Shedder: Post-Transformer Compression for Efficient Selective Structured State Space Models

J. Pablo Muñoz, Jinjie Yuan, Nilesh Jain

Comments NAACL-25 - Main track

GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration

Ziwen Li, Xiang 'Anthony' Chen, Youngseung Jeon

Comments 14 pages; 5 figures. Published as a finding at NAACL 2025

SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture

Jiayi Han, Liang Du, Hongwei Du, Xiangguo Zhou, Yiwen Wu, Weibo Zheng, Donghong Han

Comments 13 pages, 7 figures, 4 tables; Accepted to NAACL 2025

Breaking the Stigma! Unobtrusively Probe Symptoms in Depression Disorder Diagnosis Dialogue

Jieming Cao, Chen Huang, Yanan Zhang, Ruibo Deng, Jincheng Zhang, Wenqiang Lei

Comments Findings of NAACL 2025

ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval

Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani, Adam Jatowt

Comments Accepted At NAACL 2025

SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains

Ran Xu, Hui Liu, Sreyashi Nag, Zhenwei Dai, Yaochen Xie, Xianfeng Tang, Chen Luo, Yang Li, Joyce C. Ho, Carl Yang, Qi He

Comments Accepted to NAACL 2025 main conference

Journal ref NAACL 2025

Analyzing and Evaluating Correlation Measures in NLG Meta-Evaluation

Mingqi Gao, Xinyu Hu, Li Lin, Xiaojun Wan

Comments Accepted by NAACL 2025

CBT-Bench: Evaluating Large Language Models on Assisting Cognitive Behavior Therapy

Mian Zhang, Xianjun Yang, Xinlu Zhang, Travis Labrum, Jamie C. Chiu, Shaun M. Eack, Fei Fang, William Yang Wang, Zhiyu Zoey Chen

Comments NAACL 2025 Camera Ready

Learning to Summarize from LLM-generated Feedback

Hwanjun Song, Taewon Yun, Yuho Lee, Jihwan Oh, Gihun Lee, Jason Cai, Hang Su

Comments Accepted at NAACL 2025 (main, long)

GrEmLIn: A Repository of Green Baseline Embeddings for 87 Low-Resource Languages Injected with Multilingual Graph Knowledge

Daniil Gurgurov, Rishu Kumar, Simon Ostermann

Comments Long paper, accepted to NAACL 2025 Findings

Conformalized Answer Set Prediction for Knowledge Graph Embedding

Yuqicheng Zhu, Nico Potyka, Jiarong Pan, Bo Xiong, Yunjie He, Evgeny Kharlamov, Steffen Staab

Comments Accepted as a main conference paper at NAACL 2025

Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation

Takyoung Kim, Kyungjae Lee, Young Rok Jang, Ji Yong Cho, Gangwoo Kim, Minseok Cho, Moontae Lee

Comments NAACL 2025 (Findings, Long). Resources are available at https://github.com/youngerous/qtree

Evaluating LLMs for Quotation Attribution in Literary Texts: A Case Study of LLaMa3

Gaspard Michel, Elena V. Epure, Romain Hennequin, Christophe Cerisara

Comments NAACL 2025 Main Conference -- short paper

Uncovering Latent Arguments in Social Media Messaging by Employing LLMs-in-the-Loop Strategy

Tunazzina Islam, Dan Goldwasser

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

DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students' Hand-Drawn Math Images

Sami Baral, Li Lucy, Ryan Knight, Alice Ng, Luca Soldaini, Neil T. Heffernan, Kyle Lo

Comments 19 pages, 10 figures, Accepted to NAACL 2025

Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation

Satyapriya Krishna, Kalpesh Krishna, Anhad Mohananey, Steven Schwarcz, Adam Stambler, Shyam Upadhyay, Manaal Faruqui

Comments Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL), 2025

LiPO: Listwise Preference Optimization through Learning-to-Rank

Tianqi Liu, Zhen Qin, Junru Wu, Jiaming Shen, Misha Khalman, Rishabh Joshi, Yao Zhao, Mohammad Saleh, Simon Baumgartner, Jialu Liu, Peter J. Liu, Xuanhui Wang

Comments Accepted at NAACL 2025

PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction

Hammad Ayyubi, Xuande Feng, Junzhang Liu, Xudong Lin, Zhecan Wang, Shih-Fu Chang

Comments NAACL 2025 Findings

LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases

T. Y. S. S. Santosh, Isaac Misael Olguín Nolasco, Matthias Grabmair

Comments Accepted to NAACL 2025

RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity

T. Y. S. S. Santosh, Chen Jia, Patrick Goroncy, Matthias Grabmair

Comments Accepted to NAACL 2025

CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization

T. Y. S. S. Santosh, Youssef Farag, Matthias Grabmair

Comments Accepted to NAACL 2025