EMNLP

Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation

Markus Frohmann, Igor Sterner, Ivan Vulić, Benjamin Minixhofer, Markus Schedl

Comments Accepted to EMNLP 2024 Main

LLMs Assist NLP Researchers: Critique Paper (Meta-)Reviewing

Jiangshu Du, Yibo Wang, Wenting Zhao, Zhongfen Deng, Shuaiqi Liu, Renze Lou, Henry Peng Zou, Pranav Narayanan Venkit, Nan Zhang, Mukund Srinath, Haoran Ranran Zhang, Vipul Gupta, Yinghui Li, Tao Li, Fei Wang, Qin Liu, Tianlin Liu, Pengzhi Gao, Congying Xia, Chen Xing, Jiayang Cheng, Zhaowei Wang, Ying Su, Raj Sanjay Shah, Ruohao Guo, Jing Gu, Haoran Li, Kangda Wei, Zihao Wang, Lu Cheng, Surangika Ranathunga, Meng Fang, Jie Fu, Fei Liu, Ruihong Huang, Eduardo Blanco, Yixin Cao, Rui Zhang, Philip S. Yu, Wenpeng Yin

Comments Accepted by EMNLP 2024 main conference

Lexically Grounded Subword Segmentation

Jindřich Libovický, Jindřich Helcl

Comments Camera-ready, EMNLP Main conf

Unified Active Retrieval for Retrieval Augmented Generation

Qinyuan Cheng, Xiaonan Li, Shimin Li, Qin Zhu, Zhangyue Yin, Yunfan Shao, Linyang Li, Tianxiang Sun, Hang Yan, Xipeng Qiu

Comments Accepted to Findings of EMNLP 2024, camera-ready version

PSLM: Parallel Generation of Text and Speech with LLMs for Low-Latency Spoken Dialogue Systems

Kentaro Mitsui, Koh Mitsuda, Toshiaki Wakatsuki, Yukiya Hono, Kei Sawada

Comments 9 pages, 6 figures, 4 tables, accepted for Findings of EMNLP 2024. Demo samples: https://rinnakk.github.io/research/publications/PSLM

Cross-Lingual Unlearning of Selective Knowledge in Multilingual Language Models

Minseok Choi, Kyunghyun Min, Jaegul Choo

Comments EMNLP 2024 Findings

Satyrn: A Platform for Analytics Augmented Generation

Marko Sterbentz, Cameron Barrie, Shubham Shahi, Abhratanu Dutta, Donna Hooshmand, Harper Pack, Kristian J. Hammond

Comments Accepted to EMNLP 2024

The Potential and Challenges of Evaluating Attitudes, Opinions, and Values in Large Language Models

Bolei Ma, Xinpeng Wang, Tiancheng Hu, Anna-Carolina Haensch, Michael A. Hedderich, Barbara Plank, Frauke Kreuter

Comments EMNLP 2024 Findings

Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech

Guan-Ting Lin, Wei-Ping Huang, Hung-yi Lee

Comments Accepted by EMNLP 2024

Optimized Speculative Sampling for GPU Hardware Accelerators

Dominik Wagner, Seanie Lee, Ilja Baumann, Philipp Seeberger, Korbinian Riedhammer, Tobias Bocklet

Comments Accepted at EMNLP 2024

Large Language Models Can Self-Correct with Key Condition Verification

Zhenyu Wu, Qingkai Zeng, Zhihan Zhang, Zhaoxuan Tan, Chao Shen, Meng Jiang

Comments EMNLP 2024 - Camera Ready

Distilling Instruction-following Abilities of Large Language Models with Task-aware Curriculum Planning

Yuanhao Yue, Chengyu Wang, Jun Huang, Peng Wang

Comments emnlp 2024 findings

A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models

Pranab Sahoo, Prabhash Meharia, Akash Ghosh, Sriparna Saha, Vinija Jain, Aman Chadha

Comments EMNLP 2024 Findings

ESC: Efficient Speech Coding with Cross-Scale Residual Vector Quantized Transformers

Yuzhe Gu, Enmao Diao

Comments EMNLP 2024

StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation

Xiaoming Liu, Chen Liu, Zhaohan Zhang, Chengzhengxu Li, Longtian Wang, Yu Lan, Chao Shen

Comments EMNLP 2024 Findings

Which questions should I answer? Salience Prediction of Inquisitive Questions

Yating Wu, Ritika Mangla, Alexandros G. Dimakis, Greg Durrett, Junyi Jessy Li

Comments Camera Ready for EMNLP 2024 Main Conference

Autoregressive Pre-Training on Pixels and Texts

Yekun Chai, Qingyi Liu, Jingwu Xiao, Shuohuan Wang, Yu Sun, Hua Wu

Comments EMNLP 2024

Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards

Hyeonbin Hwang, Doyoung Kim, Seungone Kim, Seonghyeon Ye, Minjoon Seo

Comments EMNLP Findings 2024 Camera Ready

Resilience of Large Language Models for Noisy Instructions

Bin Wang, Chengwei Wei, Zhengyuan Liu, Geyu Lin, Nancy F. Chen

Comments Accepted to EMNLP 2024 Findings

On Training Data Influence of GPT Models

Yekun Chai, Qingyi Liu, Shuohuan Wang, Yu Sun, Qiwei Peng, Hua Wu

Comments EMNLP 2024

Twists, Humps, and Pebbles: Multilingual Speech Recognition Models Exhibit Gender Performance Gaps

Giuseppe Attanasio, Beatrice Savoldi, Dennis Fucci, Dirk Hovy

Comments Accepted at EMNLP 2024. Code and artifacts at https://github.com/g8a9/multilingual-asr-gender-gap

Immunization against harmful fine-tuning attacks

Domenic Rosati, Jan Wehner, Kai Williams, Łukasz Bartoszcze, Jan Batzner, Hassan Sajjad, Frank Rudzicz

Comments Published in EMNLP 2024

Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding Bridge

Yuxuan Wang, Yueqian Wang, Pengfei Wu, Jianxin Liang, Dongyan Zhao, Yang Liu, Zilong Zheng

Comments To appear at EMNLP 2024

SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization

Prakamya Mishra, Zonghai Yao, Parth Vashisht, Feiyun Ouyang, Beining Wang, Vidhi Dhaval Mody, Hong Yu

Comments Equal contribution for the first two authors; To appear in proceedings of the Main Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024

PRompt Optimization in Multi-Step Tasks (PROMST): Integrating Human Feedback and Heuristic-based Sampling

Yongchao Chen, Jacob Arkin, Yilun Hao, Yang Zhang, Nicholas Roy, Chuchu Fan

Comments 62 pages, 14 figures, Published in EMNLP 2024 Main

Journal ref EMNLP 2024 Main (The 2024 Conference on Empirical Methods on Natural Language Processing )

Generative Deduplication For Socia Media Data Selection

Xianming Li, Jing Li

Comments Accepted by Findings of EMNLP 2024

Can Active Label Correction Improve LLM-based Modular AI Systems?

Karan Taneja, Ashok Goel

Comments EMNLP (Main) 2024, 13 pages, 6 figures

Turning English-centric LLMs Into Polyglots: How Much Multilinguality Is Needed?

Tannon Kew, Florian Schottmann, Rico Sennrich

Comments Accepted at Findings of EMNLP 2024

Eliciting In-Context Learning in Vision-Language Models for Videos Through Curated Data Distributional Properties

Keunwoo Peter Yu, Zheyuan Zhang, Fengyuan Hu, Shane Storks, Joyce Chai

Comments 16 pages, LaTeX; Accepted to EMNLP 2024 Main

Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models

Wenhao Yu, Hongming Zhang, Xiaoman Pan, Kaixin Ma, Hongwei Wang, Dong Yu

Comments EMNLP 2024 (main conference)