EMNLP - arXivDaily 期刊&会议

2510.15851 2025-10-20 cs.CL cs.LG

SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling

Kadri Hacioglu, Manjunath K E, Andreas Stolcke

机构 * Uniphore

Comments 13 pages, EMNLP 2025

2510.15706 2025-10-20 cs.IR cs.CL

GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery

Italo Luis da Silva, Hanqi Yan, Lin Gui, Yulan He

机构 * Department of Informatics（信息学系）

Comments 9 pages, 6 figures, 3 tables, EMNLP 2025 Demo paper

2510.15513 2025-10-20 cs.CL

Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References?

Ashutosh Bajpai, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi（印度理工学院德里分校）； MongoDB, Inc.（MongoDB公司）

Comments EMNLP Main Long Paper 2025

2510.15345 2025-10-20 cs.CL cs.AI

Readability Reconsidered: A Cross-Dataset Analysis of Reference-Free Metrics

Catarina G Belem, Parker Glenn, Alfy Samuel, Anoop Kumar, Daben Liu

机构 * University of California Irvine（加州大学尔湾分校）； Capital One

Comments Accepted at the TSAR Workshop @ EMNLP 2025

2510.15317 2025-10-20 cs.AI

VERITAS: Leveraging Vision Priors and Expert Fusion to Improve Multimodal Data

Tingqiao Xu, Ziru Zeng, Jiayu Chen

机构 * Shanghai Jiao Tong University（上海交通大学）； Fudan University（复旦大学）

Comments Accepted to EMNLP 2025 (Main Conference)

2510.15232 2025-10-20 cs.LG cs.CL

FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain

Tiansheng Hu, Tongyan Hu, Liuyang Bai, Yilun Zhao, Arman Cohan, Chen Zhao

机构 * NYU Shanghai（纽约大学上海校区）； National University of Singapore（新加坡国立大学）； Yale University（耶鲁大学）； Center for Data Science, New York University（纽约大学数据科学中心）

Comments EMNLP 2025 Main

2510.15162 2025-10-20 cs.CV cs.CL

Train a Unified Multimodal Data Quality Classifier with Synthetic Data

Weizhi Wang, Rongmei Lin, Shiyang Li, Colin Lockard, Ritesh Sarkhel, Sanket Lokegaonkar, Jingbo Shang, Xifeng Yan, Nasser Zalmout, Xian Li

机构 * UC Santa Barbara（加州大学圣芭芭拉分校）； Amazon Stores Foundational AI（亚马逊商店基础人工智能）； UC San Diego（加州大学圣地亚哥分校）

Comments EMNLP 2025 Findings

2505.19312 2025-10-20 cs.IR

DocMMIR: A Framework for Document Multi-modal Information Retrieval

Zirui Li, Siwei Wu, Yizhi Li, Xingyu Wang, Yi Zhou, Chenghua Lin

Comments Accepted for publication at EMNLP 2025 Findings. Code and data publicly available at https://github.com/J1mL1/DocMMIR

2505.11717 2025-10-20 cs.LG cs.AI cs.CL cs.CV

WebInject: Prompt Injection Attack to Web Agents

Xilong Wang, John Bloch, Zedian Shao, Yuepeng Hu, Shuyan Zhou, Neil Zhenqiang Gong

Comments Appeared in EMNLP 2025 main conference. To better understand prompt injection attacks, see https://people.duke.edu/~zg70/code/PromptInjection.pdf

Journal ref The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)

2504.08024 2025-10-20 cs.CL cs.SD eess.AS

Summarizing Speech: A Comprehensive Survey

Fabian Retkowski, Maike Züfle, Andreas Sudmann, Dinah Pfau, Shinji Watanabe, Jan Niehues, Alexander Waibel

Comments Accepted to EMNLP 2025