NAACL

LLM-Supported Natural Language to Bash Translation

Finnian Westenfelder, Erik Hemberg, Miguel Tulla, Stephen Moskal, Una-May O'Reilly, Silviu Chiricescu

Comments 13 pages, NAACL 2025

ConMeC: A Dataset for Metonymy Resolution with Common Nouns

Saptarshi Ghosh, Tianyu Jiang

Comments NAACL 2025

My LLM might Mimic AAE -- But When Should it?

Sandra C. Sandoval, Christabel Acquaye, Kwesi Cobbina, Mohammad Nayeem Teli, Hal Daumé

Comments Accepted to NAACL 2025

Is It Navajo? Accurate Language Detection in Endangered Athabaskan Languages

Ivory Yang, Weicheng Ma, Chunhui Zhang, Soroush Vosoughi

Comments Accepted to NAACL 2025 Main

Re-evaluating Automatic LLM System Ranking for Alignment with Human Preference

Mingqi Gao, Yixin Liu, Xinyu Hu, Xiaojun Wan, Jonathan Bragg, Arman Cohan

Comments Findings of NAACL 2025

Zero-Shot Strategies for Length-Controllable Summarization

Fabian Retkowski, Alexander Waibel

Comments Accepted to NAACL 2025 Findings

Constrained Decoding with Speculative Lookaheads

Nishanth Nakshatri, Shamik Roy, Rajarshi Das, Suthee Chaidaroon, Leonid Boytsov, Rashmi Gangadharaiah

Comments NAACL 2025 (main) camera-ready

The State and Fate of Summarization Datasets: A Survey

Noam Dahan, Gabriel Stanovsky

Comments Accepted to NAACL 2025

UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers

Dehai Min, Zhiyang Xu, Guilin Qi, Lifu Huang, Chenyu You

Comments NAACL 2025, Main, Long Paper

kNN For Whisper And Its Effect On Bias And Speaker Adaptation

Maya K. Nachesa, Vlad Niculae

Comments Accepted to Findings of NAACL 2025. 7 pages incl. appendix, 2 figures, 6 tables

Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion

Jacob K Christopher, Brian R Bartoldson, Tal Ben-Nun, Michael Cardei, Bhavya Kailkhura, Ferdinando Fioretto

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

On the Feasibility of In-Context Probing for Data Attribution

Cathy Jiao, Gary Gao, Aditi Raghunathan, Chenyan Xiong

Comments NAACL 2025

Cross-Lingual Transfer Learning for Speech Translation

Rao Ma, Mengjie Qian, Yassir Fathullah, Siyuan Tang, Mark Gales, Kate Knill

Comments Accepted by NAACL 2025

CollabStory: Multi-LLM Collaborative Story Generation and Authorship Analysis

Saranya Venkatraman, Nafis Irtiza Tripto, Dongwon Lee

Comments Accepted to NAACL Findings 2025

Evaluating Evidence Attribution in Generated Fact Checking Explanations

Rui Xing, Timothy Baldwin, Jey Han Lau

Comments Accepted to NAACL 2025 Main

Journal ref NAACL 2025 Main

Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models

Hengyi Wang, Haizhou Shi, Shiwei Tan, Weiyi Qin, Wenyuan Wang, Tunyu Zhang, Akshay Nambi, Tanuja Ganu, Hao Wang

Comments Accepted at NAACL 2025 Main

Exploring Safety-Utility Trade-Offs in Personalized Language Models

Anvesh Rao Vijjini, Somnath Basu Roy Chowdhury, Snigdha Chaturvedi

Comments NAACL 2025

OLMES: A Standard for Language Model Evaluations

Yuling Gu, Oyvind Tafjord, Bailey Kuehl, Dany Haddad, Jesse Dodge, Hannaneh Hajishirzi

Comments Findings of NAACL 2025

An Efficient Rehearsal Scheme for Catastrophic Forgetting Mitigation during Multi-stage Fine-tuning

Andrew Bai, Chih-Kuan Yeh, Cho-Jui Hsieh, Ankur Taly

Comments 13 pages, 9 figures. Published in NAACL 2025 Findings

In-Context Learning (and Unlearning) of Length Biases

Stephanie Schoch, Yangfeng Ji

Comments Accepted to NAACL 2025

DiaSynth: Synthetic Dialogue Generation Framework for Low Resource Dialogue Applications

Sathya Krishnan Suresh, Wu Mengjun, Tushar Pranav, Eng Siong Chng

Comments 13 pages, 1 figure

Journal ref NAACL 2025

Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches

Adithya Pratapa, Teruko Mitamura

Comments NAACL 2025 camera-ready version

Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training

Yuchen Zhuang, Jingfeng Yang, Haoming Jiang, Xin Liu, Kewei Cheng, Sanket Lokegaonkar, Yifan Gao, Qing Ping, Tianyi Liu, Binxuan Huang, Zheng Li, Zhengyang Wang, Pei Chen, Ruijie Wang, Rongzhi Zhang, Nasser Zalmout, Priyanka Nigam, Bing Yin, Chao Zhang

Comments Accepted to NAACL 2025 main conference

Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning

Jean Vassoyan, Nathanaël Beau, Roman Plaud

Comments 11 pages, 6 figures, 5 tables. Accepted for publication in the Findings of the North American Chapter of the Association for Computational Linguistics (NAACL) 2025

Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection

Maximilian Spliethöver, Tim Knebler, Fabian Fumagalli, Maximilian Muschalik, Barbara Hammer, Eyke Hüllermeier, Henning Wachsmuth

Comments Accepted to NAACL 2025

Beyond Literal Token Overlap: Token Alignability for Multilinguality

Katharina Hämmerl, Tomasz Limisiewicz, Jindřich Libovický, Alexander Fraser

Comments Accepted to NAACL 2025

SeaExam and SeaBench: Benchmarking LLMs with Local Multilingual Questions in Southeast Asia

Chaoqun Liu, Wenxuan Zhang, Jiahao Ying, Mahani Aljunied, Anh Tuan Luu, Lidong Bing

Comments Accepted to Findings of NAACL 2025

Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization

Yang Zhong, Diane Litman

Comments NAACL 2025 camera-ready version

Task-driven Layerwise Additive Activation Intervention

Hieu Trung Nguyen, Bao Nguyen, Binh Nguyen, Viet Anh Nguyen

Comments Accepted to NAACL 2025

Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal Understanding

Xingjian Diao, Chunhui Zhang, Weiyi Wu, Zhongyu Ouyang, Peijun Qing, Ming Cheng, Soroush Vosoughi, Jiang Gui

Comments Accepted at NAACL 2025