NAACL

MTPChat: A Multimodal Time-Aware Persona Dataset for Conversational Agents

Wanqi Yang, Yanda Li, Meng Fang, Ling Chen

Comments NAACL 2025 Findings

LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification

Shubham Kumar Nigam, Tanmay Dubey, Govind Sharma, Noel Shallum, Kripabandhu Ghosh, Arnab Bhattacharya

Comments Accepted on NAACL 2025

On Reference (In-)Determinacy in Natural Language Inference

Sihao Chen, Chaitanya Malaviya, Alex Fabrikant, Hagai Taitelbaum, Tal Schuster, Senaka Buthpitiya, Dan Roth

Comments NAACL 2025 Findings

BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting

Mohammad Jahid Ibna Basher, Md Kowsher, Md Saiful Islam, Rabindra Nath Nandi, Nusrat Jahan Prottasha, Mehadi Hasan Menon, Tareq Al Muntasir, Shammur Absar Chowdhury, Firoj Alam, Niloofar Yousefi, Ozlem Ozmen Garibay

Comments Accepted paper in NAACL 2025

Rethinking Word Similarity: Semantic Similarity through Classification Confusion

Kaitlyn Zhou, Haishan Gao, Sarah Chen, Dan Edelstein, Dan Jurafsky, Chen Shani

Comments Accepted to NAACL-main-2025

Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning

Venkatesh Mishra, Bimsara Pathiraja, Mihir Parmar, Sat Chidananda, Jayanth Srinivasa, Gaowen Liu, Ali Payani, Chitta Baral

Comments Accepted to NAACL 2025 Findings

Evaluating Vision-Language Models for Emotion Recognition

Sree Bhattacharyya, James Z. Wang

Comments Accepted to NAACL 2025 Findings

Gender Bias in Instruction-Guided Speech Synthesis Models

Chun-Yi Kuan, Hung-yi Lee

Comments NAACL 2025 Findings

Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding

Sukmin Cho, Sangjin Choi, Taeho Hwang, Jeongyeon Seo, Soyeong Jeong, Huije Lee, Hoyun Song, Jong C. Park, Youngjin Kwon

Comments Findings of NAACL 2025

The Role of Prosody in Spoken Question Answering

Jie Chi, Maureen de Seyssel, Natalie Schluter

Comments accepted to NAACL 2025 Findings

CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering

Yumeng Wang, Zhiyuan Fan, Qingyun Wang, May Fung, Heng Ji

Comments Accepted by NAACL 2025

Weight-based Analysis of Detokenization in Language Models: Understanding the First Stage of Inference Without Inference

Go Kamoda, Benjamin Heinzerling, Tatsuro Inaba, Keito Kudo, Keisuke Sakaguchi, Kentaro Inui

Comments 22 pages, 14 figures, to appear in NAACL Findings 2025

LLM4DistReconfig: A Fine-tuned Large Language Model for Power Distribution Network Reconfiguration

Panayiotis Christou, Md. Zahidul Islam, Yuzhang Lin, Jingwei Xiong

Comments Accepted in NAACL 2025 Conference Main Track

Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents

Shrinidhi Kumbhar, Venkatesh Mishra, Kevin Coutinho, Divij Handa, Ashif Iquebal, Chitta Baral

Comments Accepted in NAACL 2025

Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering

Wei Zhou, Mohsen Mesgar, Annemarie Friedrich, Heike Adel

Comments Accepted at NAACL 2025 Findings

Generating Diverse Hypotheses for Inductive Reasoning

Kang-il Lee, Hyukhun Koh, Dongryeol Lee, Seunghyun Yoon, Minsung Kim, Kyomin Jung

Comments NAACL 2025

Unifying AI Tutor Evaluation: An Evaluation Taxonomy for Pedagogical Ability Assessment of LLM-Powered AI Tutors

Kaushal Kumar Maurya, KV Aditya Srivatsa, Kseniia Petukhova, Ekaterina Kochmar

Comments 9 pages

Journal ref NAACL 2025

Knowledge Graph Guided Evaluation of Abstention Techniques

Kinshuk Vasisht, Navreet Kaur, Danish Pruthi

Comments Accepted to NAACL 2025

Self-Generated Critiques Boost Reward Modeling for Language Models

Yue Yu, Zhengxing Chen, Aston Zhang, Liang Tan, Chenguang Zhu, Richard Yuanzhe Pang, Yundi Qian, Xuewei Wang, Suchin Gururangan, Chao Zhang, Melanie Kambadur, Dhruv Mahajan, Rui Hou

Comments Accepted to NAACL 2025 (Main Conference)

Journal ref NAACL 2025

LLaSA: Large Language and Structured Data Assistant

Yao Xu, Shizhu He, Jiabei Chen, Zeng Xiangrong, Bingning Wang, Guang Liu, Jun Zhao, Kang Liu

Comments NAACL 2025 Main

Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs

Shuyang Yu, Runxue Bao, Parminder Bhatia, Taha Kass-Hout, Jiayu Zhou, Cao Xiao

Comments Accepted by NAACL 2025

Dynamic Strategy Planning for Efficient Question Answering with Large Language Models

Tanmay Parekh, Pradyot Prakash, Alexander Radovic, Akshay Shekher, Denis Savenkov

Comments Accepted at NAACL 2025 Findings

VisualCoder: Guiding Large Language Models in Code Execution with Fine-grained Multimodal Chain-of-Thought Reasoning

Cuong Chi Le, Hoang-Chau Truong-Vinh, Huy Nhat Phan, Dung Duy Le, Tien N. Nguyen, Nghi D. Q. Bui

Comments NAACL 2025

Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation

Jaechang Kim, Jinmin Goh, Inseok Hwang, Jaewoong Cho, Jungseul Ok

Comments Appears in NAACL 2025

Arabic Dataset for LLM Safeguard Evaluation

Yasser Ashraf, Yuxia Wang, Bin Gu, Preslav Nakov, Timothy Baldwin

Comments Accepted at NAACL 2025 Main Conference

Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering

Yu Zhao, Alessio Devoto, Giwon Hong, Xiaotang Du, Aryo Pradipta Gema, Hongru Wang, Xuanli He, Kam-Fai Wong, Pasquale Minervini

Comments Accepted at NAACL 2025

CompAct: Compressed Activations for Memory-Efficient LLM Training

Yara Shamshoum, Nitzan Hodos, Yuval Sieradzki, Assaf Schuster

Comments Accepted to NAACL 2025

GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings

Raghuveer Thirukovalluru, Bhuwan Dhingra

Comments NAACL Findings 2025, 9 pages, 4 figures, 9 tables

Teaching Models to Balance Resisting and Accepting Persuasion

Elias Stengel-Eskin, Peter Hase, Mohit Bansal

Comments NAACL Camera-Ready. Code: https://github.com/esteng/persuasion_balanced_training

MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems

Zifeng Zhu, Mengzhao Jia, Zhihan Zhang, Lang Li, Meng Jiang

Comments NAACL 2025, 19 pages, 10 figures