EMNLP

What is lost in Normalization? Exploring Pitfalls in Multilingual ASR Model Evaluations

Kavya Manohar, Leena G Pillai, Elizabeth Sherly

Comments Accepted to EMNLP 2024 Main

Learning from Implicit User Feedback, Emotions and Demographic Information in Task-Oriented and Document-Grounded Dialogues

Dominic Petrak, Thy Thy Tran, Iryna Gurevych

Comments Accepted and published in EMNLP 2024 Findings

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2024, pages 4573 - 4603, Miami, Florida, USA

ASL STEM Wiki: Dataset and Benchmark for Interpreting STEM Articles

Kayo Yin, Chinmay Singh, Fyodor O. Minakov, Vanessa Milan, Hal Daumé, Cyril Zhang, Alex X. Lu, Danielle Bragg

Comments Accepted to EMNLP 2024

Using Language Models to Disambiguate Lexical Choices in Translation

Josh Barua, Sanjay Subramanian, Kayo Yin, Alane Suhr

Comments Accepted to EMNLP 2024

FinDVer: Explainable Claim Verification over Long and Hybrid-Content Financial Documents

Yilun Zhao, Yitao Long, Yuru Jiang, Chengye Wang, Weiyuan Chen, Hongjun Liu, Yiming Zhang, Xiangru Tang, Chen Zhao, Arman Cohan

Comments EMNLP 2024

Multi-hop Evidence Pursuit Meets the Web: Team Papelo at FEVER 2024

Christopher Malon

Comments To appear in the Seventh FEVER Workshop at EMNLP 2024

Towards Low-Resource Harmful Meme Detection with LMM Agents

Jianzhao Huang, Hongzhan Lin, Ziyan Liu, Ziyang Luo, Guang Chen, Jing Ma

Comments EMNLP 2024

SciDQA: A Deep Reading Comprehension Dataset over Scientific Papers

Shruti Singh, Nandan Sarkar, Arman Cohan

Comments 18 pages, Accepted to EMNLP 2024

SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding

Ryan Sun, Tianyi Zhou, Xun Chen, Lichao Sun

Comments EMNLP 2024 (Main)

Revisiting the Robustness of Watermarking to Paraphrasing Attacks

Saksham Rastogi, Danish Pruthi

Comments EMNLP 2024

Precision or Recall? An Analysis of Image Captions for Training Text-to-Image Generation Model

Sheng Cheng, Maitreya Patel, Yezhou Yang

Comments EMNLP 2024 Findings. Code: https://github.com/shengcheng/Captions4T2I

Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale

Flavio Di Palo, Prateek Singhi, Bilal Fadlallah

Comments Published in EMNLP 2024

Preference Tuning For Toxicity Mitigation Generalizes Across Languages

Xiaochen Li, Zheng-Xin Yong, Stephen H. Bach

Comments Findings of EMNLP 2024

Evaluating Diversity in Automatic Poetry Generation

Yanran Chen, Hannes Gröner, Sina Zarrieß, Steffen Eger

Comments EMNLP 2024 main; camera-ready

xCOMET-lite: Bridging the Gap Between Efficiency and Quality in Learned MT Evaluation Metrics

Daniil Larionov, Mikhail Seleznyov, Vasiliy Viskov, Alexander Panchenko, Steffen Eger

Comments EMNLP 2024 (Main Conference) Camera-Ready Version

Curry-DPO: Enhancing Alignment using Curriculum Learning & Ranked Preferences

Pulkit Pattnaik, Rishabh Maheshwary, Kelechi Ogueji, Vikas Yadav, Sathwik Tejaswi Madhusudhan

Comments Published at EMNLP 2024 as long (findings) conference paper

FLIRT: Feedback Loop In-context Red Teaming

Ninareh Mehrabi, Palash Goyal, Christophe Dupuy, Qian Hu, Shalini Ghosh, Richard Zemel, Kai-Wei Chang, Aram Galstyan, Rahul Gupta

Comments EMNLP 2024

On the Rigour of Scientific Writing: Criteria, Analysis, and Insights

Joseph James, Chenghao Xiao, Yucheng Li, Chenghua Lin

Comments Accepted Findings at EMNLP 2024

SYNTHEVAL: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists

Raoyuan Zhao, Abdullatif Köksal, Yihong Liu, Leonie Weissweiler, Anna Korhonen, Hinrich Schütze

Comments EMNLP 2024 - Findings

Perceptions of Linguistic Uncertainty by Language Models and Humans

Catarina G Belem, Markelle Kelly, Mark Steyvers, Sameer Singh, Padhraic Smyth

Comments Accepted at EMNLP 2024 (Main)

Talking the Talk Does Not Entail Walking the Walk: On the Limits of Large Language Models in Lexical Entailment Recognition

Candida M. Greco, Lucio La Cava, Andrea Tagarelli

Comments Accepted for publication at The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP-2024) - Findings

Gradient Localization Improves Lifelong Pretraining of Language Models

Jared Fernandez, Yonatan Bisk, Emma Strubell

Comments EMNLP Findings 2024

AmazonQAC: A Large-Scale, Naturalistic Query Autocomplete Dataset

Dante Everaert, Rohit Patki, Tianqi Zheng, Christopher Potts

Comments EMNLP 2024

Instruct, Not Assist: LLM-based Multi-Turn Planning and Hierarchical Questioning for Socratic Code Debugging

Priyanka Kargupta, Ishika Agarwal, Dilek Hakkani-Tur, Jiawei Han

Comments Code available at: https://github.com/agarwalishika/TreeInstruct Accepted at EMNLP'24 Findings

LongEmbed: Extending Embedding Models for Long Context Retrieval

Dawei Zhu, Liang Wang, Nan Yang, Yifan Song, Wenhao Wu, Furu Wei, Sujian Li

Comments EMNLP 2024 Camera Ready

Textless Speech-to-Speech Translation With Limited Parallel Data

Anuj Diwan, Anirudh Srinivasan, David Harwath, Eunsol Choi

Comments Accepted to EMNLP 2024 Findings

WorryWords: Norms of Anxiety Association for over 44k English Words

Saif M. Mohammad

Journal ref In Proceedings of EMNLP 2024, Miami, FL

No Culture Left Behind: ArtELingo-28, a Benchmark of WikiArt with Captions in 28 Languages

Youssef Mohamed, Runjia Li, Ibrahim Said Ahmad, Kilichbek Haydarov, Philip Torr, Kenneth Ward Church, Mohamed Elhoseiny

Comments 9 pages, Accepted at EMNLP 24, for more details see www.artelingo.org

Learning to Write Rationally: How Information Is Distributed in Non-Native Speakers' Essays

Zixin Tang, Janet G. van Hell

Comments To appear in main of Conference on Empirical Methods in Natural Language Processing; EMNLP 2024

Change Is the Only Constant: Dynamic LLM Slicing based on Layer Redundancy

Razvan-Gabriel Dumitru, Paul-Ioan Clotan, Vikas Yadav, Darius Peteleaza, Mihai Surdeanu

Comments Accepted at EMNLP Findings 2024