EMNLP 2025

4,182 papers

I-SEE: An Instruction-tuned, SOP-Enhanced Quality Evaluator for Product Content

Aniket Joshi, Cyrus Andre DSouza, Sejal Jain, Jitenkumar Babubhai Rana, Promod Yenigalla

Crossing Domains without Labels: Distant Supervision for Term Extraction

Elena Senger, Yuri Campbell, Rob van der Goot, Barbara Plank

Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series

Wenrui Cai, Chengyu Wang, Junbing Yan, Jun Huang, Xiangzhong Fang

TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG

Savini Kashmira, Jayanaka L. Dantanarayana, Joshua Brodsky, Ashish Mahendra, Yiping Kang

HierDiffuse: Progressive Diffusion for Robust Interest Fusion in CTR Prediction

Ziheng Ni, Congcong Liu, Yuying Chen, Zhiwei Fang, Changping Peng

Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization

Kawin Mayilvaghanan, Siddhant Gupta, Ayush Kumar

TTD-SQL: Tree-Guided Token Decoding for Efficient and Schema-Aware SQL Generation

Chetan Sharma, Ramasuri Narayanam, Soumyabrata Pal, Kalidas Yeturu, Shiv Kumar Saini

L4: Mutual Learning Helps Lifelong Language Learning

Jiyong Li, Dilshod Azizov, Shangsong Liang

JSON Whisperer: Efficient JSON Editing with LLMs

Sarel Duanis, Asnat Greenstein-Messica, Eliya Habba

AutoQual: An LLM Agent for Automated Discovery of Interpretable Features for Review Quality Assessment

Xiaochong Lan, Jie Feng, Yinxing Liu, Xinleishi, Yong Li

Efficient and Versatile Model for Multilingual Information Retrieval of Islamic Text: Development and Deployment in Real-World Scenarios

Vera Pavlova, Mohammed Makhlouf

Classifier-Augmented Generation for Structured Workflow Prediction

Thomas Gschwind, Shramona Chakraborty, Nitin Gupta, Sameep Mehta

Taming the Real-world Complexities in CPT E/M Coding with Large Language Models

Islam Nassar, Yang Lin, Yuan Jin, Rongxin Zhu, Chang Wei Tan

TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications

Sunwoo Lee, Daseong Jang, Dhammiko Arya, Gyoung-eun Han, Injee Song

InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications

Myeongjun Erik Jang, Fran Silavong

Cost-Effective E-Commerce Catalog Translation at Scale Ensuring Named Entity Protection

Asier Gutiérrez-Fandiño, Jorge Yero Salazar, Clement Ruin, Alejandro Quintero-Roba, Shangeetha Ravichandran

Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks

Yuki Ichihara, Yuu Jinnai

Learning from LLM Agents: In-Context Generative Models for Text Casing in E-Commerce Ads

Yingxue Zhou, Tan Zhu, Tao Zeng, Zigeng Wang, Wei Shen

GSID: Generative Semantic Indexing for E-Commerce Product Understanding

Haiyang Yang, Qinye Xie, Qingheng Zhang, Chen Li Yu, Huike Zou

Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance

Zixuan Wang, Yu Sun, Hongwei Wang, Baoyu Jing, Xiang Shen

On Assigning Product and Software Codes to Customer Service Requests with Large Language Models

Sujatha Das Gollapalli, Mouad Hakam, Mingzhe Du, See-Kiong Ng, Mohammed Hamzeh

Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates

Wen-Kwang Tsao, Yao-Ching Yu, Chien-Ming Huang

REIC: RAG-Enhanced Intent Classification at Scale

Ziji Zhang, Michael Yang, Zhiyu Chen, Yingying Zhuang, Shu-Ting Pi

RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation

Ian Poey, Jiajun Liu, Qishuai Zhong

LLM-Based Dialogue Labeling for Multiturn Adaptive RAG

Zhiyu Chen, Biancen Xie, Sidarth Srinivasan, Manikandarajan Ramanathan, Rajashekar Maragoud

LLMs on a Budget? Say HOLA

Zohaib Hasan Siddiqui, Jiechao Gao, Ebad Shabbir, Mohammad Anas Azeez, Rafiq Ali

An Address Intelligence Framework for E-commerce Deliveries

Gokul Swamy, Aman Gulati, Srinivas Virinchi, Anoop Saladi

Truth, Trust, and Trouble: Medical AI on the Edge

Mohammad Anas Azeez, Rafiq Ali, Ebad Shabbir, Zohaib Hasan Siddiqui, Gautam Siddharth Kashyap

UniEDU: Toward Unified and Efficient Large Multimodal Models for Educational Tasks

Zhendong Chu, jian xie, Shen Wang, Zichao Wang, Qingsong Wen

SEARA: An Automated Approach for Obtaining Optimal Retrievers

Zou Yuheng, Wang Yiran Yiran, Tian Yuzhu, Zhu Min, Yanhua Huang

Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning

Ruizhe Chen, Tianze Luo, Zhiting Fan, Heqing Zou, Zhaopeng Feng

Transparent Reference-free Automated Evaluation of Open-Ended User Survey Responses

Subin An, Yugyeong Ji, Junyoung Kim, Heejin Kook, Yang Lu

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation

Xujun Peng, Anoop Kumar, Jingyu Wu, Parker Glenn, Daben Liu

Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs

Soham Satyadharma, Fatemeh Sheikholeslami, Swati Kaul, Aziz Umit Batur, Suleiman A. Khan

Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows

Ninad Kulkarni, Xian Wu, Siddharth Varia, Dmitriy Bespalov

Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings

Xiran Fan, Zhimeng Jiang, Chin-Chia Michael Yeh, Yuzhong Chen, Yingtong Dou

Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs

Jyotika Singh, Weiyi Sun, Amit Agarwal, Viji Krishnamurthy, Yassine Benajiba

Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning

Yajie Li, Albert Galimov, Mitra Datta Ganapaneni, Pujitha Thejaswi, De Meng

Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications

Jean-philippe Corbeil, Asma Ben Abacha, George Michalopoulos, Phillip Swazinna, Miguel Del-Agua

DASR: Distributed Adaptive Scene Recognition - A Multi-Agent Cloud-Edge Framework for Language-Guided Scene Detection

Can Cui, Yongkang Liu, Seyhan Ucar, Juntong Peng, Ahmadreza Moradipari

Group Preference Alignment: Customizing LLM Responses from In-Situ Conversations Only When Needed

Ishani Mondal, Jack W. Stokes, Sujay Kumar Jauhar, Longqi Yang, Mengting Wan

A Multi-Agent Framework for Quantitative Finance : An Application to Portfolio Management Analytics

Sayani Kundu, Dushyant Sahoo, Victor Li, Jennifer Rabowsky, Amit Varshney

Benchmarking LLM Faithfulness in RAG with Evolving Leaderboards

Manveer Singh Tamber, Forrest Sheng Bao, Chenyu Xu, Ge Luo, Suleman Kazi

PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning

Mohammad Kachuee, Teja Gollapudi, Minseok Kim, Yin Huang, Kai Sun

Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices

Congzheng Song, Xinyu Tang

Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models

Mengze Hong, Chen Jason Zhang, Di Jiang, Yuanqin He

NurseLLM: The First Specialized Language Model for Nursing

Md Tawkat Islam Khondaker, Julia Harrington, Shady Shehata

SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling

Kadri Hacioglu, Manjunath K E, Andreas Stolcke

Controllable Clustering with LLM-driven Embeddings

Kerria Pang-Naylor, Shivani Manivasagan, Aitong Zhong, Mehak Garg, Nicholas Mondello

Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling

Xiaoyu Liu, Di Liang, Hongyu Shan, Peiyang Liu, Yonghao Liu

Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation

Daniel Schwartz, Dmitriy Bespalov, Zhe Wang, Ninad Kulkarni, Yanjun Qi

Banking Done Right: Redefining Retail Banking with Language-Centric AI

Xin Jie Chua, Jeraelyn Ming Li Tan, Jia Xuan Tan, Soon Chang Poh, Yi Xian Goh

SRS-Stories: Vocabulary-constrained multilingual story generation for language learning

Wiktor Kamzela, Mateusz Lango, Ondřej Dušek

More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning

Yike Zhao, Simin Guo, Ziqing Yang, Shifan Han, Dahua Lin

Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits

Nathaniel Berger, Johannes Eschbach-Dymanus, Miriam Exel, Matthias Huck, Stefan Riezler

Towards Enforcing Company Policy Adherence in Agentic Workflows

Naama Zwerdling, David Boaz, Ella Rabinovich, Guy Uziel, David Amid

Just One is Enough: An Existence-based Alignment Check for Robust Japanese Pronunciation Estimation

Hayate Nakano, Nobuhiro Kaji

SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders

Fabio Mercorio, Filippo Pallucchini, Daniele Potertì, Antonio Serino, Andrea Seveso

AutoCVSS: Assessing the Performance of LLMs for Automated Software Vulnerability Scoring

Davide Sanvito, Giovanni Arriciati, Giuseppe Siracusano, Roberto Bifulco, Michele Carminati

Generating Fine Details of Entity Interactions

Xinyi Gu, Jiayuan Mao

Predicting Cross-lingual Trends in Microblogs

Satoshi Akasaki

RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters

Lucas Spangher, Rama Kumar Pasumarthi, Nick Masiewicki, William F. Arnold, Aditi Kaushal

Benchmarking Deep Search over Heterogeneous Enterprise Data

Prafulla Kumar Choubey, Xiangyu Peng, Shilpa Bhagavath, Kung-Hsiang Huang, Caiming Xiong

QuackIR: Retrieval in DuckDB and Other Relational Database Management Systems

Yijun Ge, Zijian Chen, Jimmy Lin

SLOT: Structuring the Output of Large Language Models

Zhengyuan Shen, Darren Yow-Bang Wang, Soumya Smruti Mishra, Zhichao Xu, Yifei Teng

End-to-End Aspect-Guided Review Summarization at Scale

Ilya Boytsov, Vinny DeGenova, Mikhail Balyasin, Joseph Walt, Caitlin Eusden

MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction

Peng Xing, Yinghui Li, Shirong Ma, Xinnian Liang, Haojing Huang

FABRIC: Fully-Automated Broad Intent Categorization in E-commerce

Anna Tigunova, Philipp Schmidt, Damla Ezgi Akcora

Select-then-Route : Taxonomy guided Routing for LLMs

Soham Shah, Kumar Shridhar

On-device System of Compositional Multi-tasking in Large Language Models

Ondrej Bohdal, Konstantinos Theodosiadis, Asterios Mpatziakas, Dimitrios Filippidis, Iro Spyrou

MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation

Mingjin Li, Yu Liu, Huayi Liu, Xiang Ye, Chao Jiang

ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions

Jingheng Ye, Yong Jiang, Xiaobin Wang, Yinghui Li, Yangning Li

ReAct Meets Industrial IoT: Language Agents for Data Access

James T Rayfield, Shuxin Lin, Nianjun Zhou, Dhaval C Patel

LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models

Hieu Tran, Junda Wang, Yujan Ting, Hong Yu, Weijing Huang

Detecting Omissions in LLM-Generated Medical Summaries

Achir Oukelmoun, Nasredine Semmar, Gael de Chalendar, Clement Cormi, Mariame Oukelmoun

A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy

Xiaoyun Zhang, Jingqing Ruan, Xing Ma, Yawen Zhu, Jiansong Chen

ProCut: LLM Prompt Compression via Attribution Estimation

Zhentao Xu, Fengyi Li, Albert C. Chen, Xiaofeng Wang

ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?

Haoxin Wang, Xianhan Peng, Huang Cheng, Yizhe Huang, Ming Gong

Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction

Bryan Zhang, Suleiman A. Khan, SteCphan Walter

Mirror in the Model: Ad Banner Image Generation via Reflective Multi-LLM and Multi-modal Agents

Zhao Wang, Bowen Chen, Yotaro Shimose, Sota Moriyama, Heng Wang

Evaluating Conversational Agents with Persona-driven User Simulations based on Large Language Models: A Sales Bot Case Study

Justyna Gromada, Alicja Kasicka, Ewa Komkowska, Lukasz Krajewski, Natalia Krawczyk

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation

Nicolas Bougie, Narimawa Watanabe

PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications

Hitesh Laxmichand Patel, Amit Agarwal, Srikant Panda, Hansa Meghwani, Karan Dua

Enhancing Talent Search Ranking with Role-Aware Expert Mixtures and LLM-based Fine-Grained Job Descriptions

Jihang Li, Bing Xu, Zulong Chen, Chuanfei Xu, Minping Chen

Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation

Moy Yuan, Han-Chin Shing, Mitch Strong, Chaitanya Shivade

LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models

Yungi Kim, Hyunsoo Ha, Seonghoon Yang, Sukyung Lee, Jihoo Kim

RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks

Amit Agarwal, Hitesh Laxmichand Patel, Srikant Panda, Hansa Meghwani, Jyotika Singh

Aligning LLMs for Multilingual Consistency in Enterprise Applications

Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Tao Sheng, Sujith Ravi

Generative Reviewer Agents: Scalable Simulacra of Peer Review

Nicolas Bougie, Narimawa Watanabe

Audio Query Handling System with Integrated Expert Models and Contextual Understanding

Naveen Vakada, Arvind krishna Sridhar, Yinyi Guo, Erik Visser

PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech

Michel Wong, Ali Alshehri, Sophia Kao, Haotian He

FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method

Yuheng Li, Jiechao Gao, Wei Han, Wenwen Ouyang, Wei Zhu

VENUS: A VLLM-driven Video Content Discovery System for Real Application Scenarios

Minyi Zhao, Yi Liu, Jianfeng Wen, Boshen Zhang, Hailang Chang

CRAB: A Benchmark for Evaluating Curation of Retrieval-Augmented LLMs in Biomedicine

Hanmeng Zhong, Linqing Chen, Wentao Wu, Weilei Wang

SAGE: A Generic Framework for LLM Safety Evaluation

Madhur Jindal, Hari Shrawgi, Parag Agrawal, Sandipan Dandapat

RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning

Deyi Ji, Yuekui Yang, Liqun Liu, Peng Shu, Haiyang Wu

Open Political Corpora: Structuring, Searching, and Analyzing Political Text Collections with PoliCorp

Nina Smirnova, Muhammad Ahsan Shahid, Philipp Mayr

SlackAgents: Scalable Collaboration of AI Agents in Workspaces

Zhiwei Liu, Weiran Yao, ZUXIN LIU, Juntao Tan, Jianguo Zhang

Easy Dataset: A Unified and Extensible Framework for Synthesizing LLM Fine-Tuning Data from Unstructured Documents

Ziyang Miao, Qiyu Sun, Jingyuan Wang, Yuchen Gong, Yaowei Zheng

BAREC Demo: Resources and Tools for Sentence-level Arabic Readability Assessment

Kinda Altarbouch, Khalid N. Elmadani, Ossama Obeid, Hanada Taha, Nizar Habash