NAACL

Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework

Reza Averly, Xia Ning

Comments Accepted to NAACL 2025 Main Conference

Fine-grained Fallacy Detection with Human Label Variation

Alan Ramponi, Agnese Daffara, Sara Tonelli

Comments NAACL 2025

PeerQA: A Scientific Question Answering Dataset from Peer Reviews

Tim Baumgärtner, Ted Briscoe, Iryna Gurevych

Comments Accepted at NAACL 2025

Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations

Yong Cao, Haijiang Liu, Arnav Arora, Isabelle Augenstein, Paul Röttger, Daniel Hershcovich

Comments 15 pages, 9 figures, accepted to NAACL 2025 main

Dialogue Language Model with Large-Scale Persona Data Engineering

Mengze Hong, Chen Jason Zhang, Chaotao Chen, Rongzhong Lian, Di Jiang

Comments Accepted to NAACL 2025

Semi-supervised Fine-tuning for Large Language Models

Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju, Ming Zhang

Comments Github Repo: https://github.com/luo-junyu/SemiEvol

Journal ref NAACL 2025

A Template Is All You Meme

Luke Bates, Peter Ebert Christensen, Preslav Nakov, Iryna Gurevych

Comments NAACL 2025

Pretrained Image-Text Models are Secretly Video Captioners

Chunhui Zhang, Yiren Jian, Zhongyu Ouyang, Soroush Vosoughi

Comments Accepted to the 2025 Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL 2025). The first two authors contributed equally and were listed in random order

Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs

Anirudh Phukan, Divyansh, Harshit Kumar Morj, Vaishnavi, Apoorv Saxena, Koustava Goswami

Comments Accepted to NAACL 2025 Main

FedSpaLLM: Federated Pruning of Large Language Models

Guangji Bai, Yijiang Li, Zilinghan Li, Liang Zhao, Kibaek Kim

Comments NAACL 2025 main

Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding

Kyungmin Min, Minbeom Kim, Kang-il Lee, Dongryeol Lee, Kyomin Jung

Comments NAACL 2025 (Findings); Renamed SGD to SumGD in Summary-Guided Decoding to prevent confusion with Stochastic Gradient Descent

An Interpretable and Crosslingual Method for Evaluating Second-Language Dialogues

Rena Gao, Jingxuan Wu, Xuetong Wu, Carsten Roever, Jing Wu, Long Lv, Jey Han Lau

Comments Accepted to NAACL HLT 2025

AlignFreeze: Navigating the Impact of Realignment on the Layers of Multilingual Models Across Diverse Languages

Steve Bakos, Félix Gaschi, David Guzmán, Riddhi More, Kelly Chutong Li, En-Shiun Annie Lee

Comments 24 pages, 2 figures, to be published in Proceedings of NAACL 2025

Rejected Dialects: Biases Against African American Language in Reward Models

Joel Mire, Zubin Trivadi Aysola, Daniel Chechelnitsky, Nicholas Deas, Chrysoula Zerva, Maarten Sap

Comments Accepted to NAACL Findings 2025

Label Drop for Multi-Aspect Relation Modeling in Universal Information Extraction

Lu Yang, Jiajia Li, En Ci, Lefei Zhang, Zuchao Li, Ping Wang

Comments Accepted to NAACL-main 2025

CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search

Kaixin Wu, Yixin Ji, Zeyuan Chen, Qiang Wang, Cunxiang Wang, Hong Liu, Baijun Ji, Jia Xu, Zhongyi Liu, Jinjie Gu, Yuan Zhou, Linjian Mo

Comments NAACL 2025

Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations

Kirti Bhagat, Kinshuk Vasisht, Danish Pruthi

Comments Findings of NAACL (2025)

CausalGraph2LLM: Evaluating LLMs for Causal Queries

Ivaxi Sheth, Bahare Fatemi, Mario Fritz

Comments NAACL'25 Findings, Code - https://github.com/ivaxi0s/CausalGraph2LLM

Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs

Abdellah El Mekki, Muhammad Abdul-Mageed

Comments Accepted at NAACL 2025

CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning

Zukang Yang, Zixuan Zhu, Xuan Zhu

Comments Accepted for publication in NAACL 2025. The official version will be available in the ACL Anthology

Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds

Yu Zhang, Yu Meng, Xuan Wang, Sheng Wang, Jiawei Han

Comments 12 pages; Accepted to NAACL 2022

Efficient and Effective Prompt Tuning via Prompt Decomposition and Compressed Outer Product

Pengxiang Lan, Haoyu Xu, Enneng Yang, Yuliang Liang, Guibing Guo, Jianzhe Zhao, Xingwei Wang

Journal ref NAACL 2025 main conference

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy

Zhiwen Ruan, Yixia Li, He Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang, Yun Chen, Guanhua Chen

Comments In Findings of NAACL 2025(The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL)

Evaluation of Multilingual Image Captioning: How far can we get with CLIP models?

Gonçalo Gomes, Chrysoula Zerva, Bruno Martins

Comments Accepted in Findings of NAACL 2025

MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs

Yuhang Zhou, Giannis Karamanolakis, Victor Soto, Anna Rumshisky, Mayank Kulkarni, Furong Huang, Wei Ai, Jianhua Lu

Comments Accepted by NAACL 2025 Main

Multi3Hate: Multimodal, Multilingual, and Multicultural Hate Speech Detection with Vision-Language Models

Minh Duc Bui, Katharina von der Wense, Anne Lauscher

Comments Accepted to NAACL 2025 Main (Camera-Ready Version)

CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments

Kung-Hsiang Huang, Akshara Prabhakar, Sidharth Dhawan, Yixin Mao, Huan Wang, Silvio Savarese, Caiming Xiong, Philippe Laban, Chien-Sheng Wu

Comments NAACL 2025

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression

Yuankai Li, Jia-Chen Gu, Di Wu, Kai-Wei Chang, Nanyun Peng

Comments Accepted by NAACL 2025 Findings. Project page: https://jasonforjoy.github.io/BRIEF/

MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation

Satya Krishna Gorti, Ilan Gofman, Zhaoyan Liu, Jiapeng Wu, Noël Vouitsis, Guangwei Yu, Jesse C. Cresswell, Rasa Hosseinzadeh

Comments Published at NAACL 2025

FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG

Xinping Zhao, Yan Zhong, Zetian Sun, Xinshuo Hu, Zhenyu Liu, Dongfang Li, Baotian Hu, Min Zhang

Comments 18 pages, 6 figures, 13 tables. Accepted by NAACL 2025