EMNLP 2024

2,910 papers

Step-level Value Preference Optimization for Mathematical Reasoning

Guoxin Chen, Minpeng Liao, Chengxi Li, Kai Fan

PE: A Poincare Explanation Method for Fast Text Hierarchy Generation

Qian Chen, Dongyang Li, Xiaofeng He, Hongzhao Li, Hongyu Yi

Multilingual Fine-Grained News Headline Hallucination Detection

Jiaming Shen, Tianqi Liu, Jialu Liu, Zhen Qin, Jay Pavagadhi

Is Compound Aspect-Based Sentiment Analysis Addressed by LLMs?

Yinhao Bai, Zhixin Han, Yuhua Zhao, Hang Gao, Zhuowei Zhang

Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs

Junjie Wang, Mingyang Chen, Binbin Hu, Dan Yang, Ziqi Liu

LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for Enhanced Following of Instructions with Multiple Constraints

Thomas Palmeira Ferraz, Kartik Mehta, Yu-Hsiang Lin, Haw-Shiuan Chang, Shereen Oraby

NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization

Duy-Tung Pham, Thien Trang Nguyen Vu, Tung Nguyen, Linh Van Ngo, Duc Anh Nguyen

Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding

Derong Xu, Ziheng Zhang, Zhihong Zhu, Zhenxi Lin, Qidong Liu

ICL: Iterative Continual Learning for Multi-domain Neural Machine Translation

Zhibo Man, Kaiyu Huang, Yujie Zhang, Yuanmeng Chen, Yufeng Chen

MACAROON: Training Vision-Language Models To Be Your Engaged Partners

Shujin Wu, Yi Fung, Sha Li, Yixin Wan, Kai-Wei Chang

An Instruction Tuning-Based Contrastive Learning Framework for Aspect Sentiment Quad Prediction with Implicit Aspects and Opinions

Hao Zhang, Yu-N Cheah, Congqing He, Feifan Yi

Representation Alignment and Adversarial Networks for Cross-lingual Dependency Parsing

Ying Li, Jianjian Liu, Zhengtao Yu, Shengxiang Gao, Yuxin Huang

Modeling Historical Relevant and Local Frequency Context for Representation-Based Temporal Knowledge Graph Forecasting

Shengzhe Zhang, Wei Wei, Rikui Huang, Wenfeng Xie, Dangyang Chen

Contextualized Graph Representations for Generating Counter-Narratives against Hate Speech

Selene Baez Santamaria, Helena Gomez Adorno, Ilia Markov

BERGEN: A Benchmarking Library for Retrieval-Augmented Generation

David Rau, Hervé Déjean, Nadezhda Chirkova, Thibault Formal, Shuai Wang

E2CL: Exploration-based Error Correction Learning for Embodied Agents

Hanlin Wang, Chak Tou Leong, Jian Wang, Wenjie Li

Insights into LLM Long-Context Failures: When Transformers Know but Don’t Tell

Muhan Gao, TaiMing Lu, Kuai Yu, Adam Byerly, Daniel Khashabi

Retrieval and Reasoning on KGs: Integrate Knowledge Graphs into Large Language Models for Complex Question Answering

Yixin Ji, Kaixin Wu, Juntao Li, Wei Chen, Mingjie Zhong

Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Insights from Multi-Agent Collaboration

Weikang Yuan, Junjie Cao, Zhuoren Jiang, Yangyang Kang, Jun Lin

RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization

Xijie Huang, Zechun Liu, Shih-Yang Liu, Kwang-Ting Cheng

Pseudo-Label Enhanced Prototypical Contrastive Learning for Uniformed Intent Discovery

Yimin Deng, Yuxia Wu, Guoshuai Zhao, Li Zhu, Xueming Qian

Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMs

Sihang Zhao, Youliang Yuan, Xiaoying Tang, Pinjia He

GuardEmb: Dynamic Watermark for Safeguarding Large Language Model Embedding Service Against Model Stealing Attack

Liaoyaqi Wang, Minhao Cheng

Unsupervised Hierarchical Topic Modeling via Anchor Word Clustering and Path Guidance

Jiyuan Liu, HeGang Chen, Chunjiang Zhu, Yanghui Rao

On Evaluating Explanation Utility for Human-AI Decision Making in NLP

Fateme Hashemi Chaleshtori, Atreya Ghosal, Alexander Gill, Purbid Bambroo, Ana Marasović

In-Context Learning with Iterative Demonstration Selection

Chengwei Qin, Aston Zhang, Chen Chen, Anirudh Dagar, Wenming Ye

BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models

Aofei Chang, Jiaqi Wang, Han Liu, Parminder Bhatia, Cao Xiao

ALIGN-SIM: A Task-Free Test Bed for Evaluating and Interpreting Sentence Embeddings through Semantic Similarity Alignment

Yash Mahajan, Naman Bansal, Eduardo Blanco, Santu Karmaker

Demonstration Selection Strategies for Numerical Time Series Data-to-Text

Masayuki Kawarada, Tatsuya Ishigaki, Goran Topić, Hiroya Takamura

Semi-Supervised Reward Modeling via Iterative Self-Training

Yifei He, Haoxiang Wang, Ziyan Jiang, Alexandros Papangelis, Han Zhao

HiCuLR: Hierarchical Curriculum Learning for Rhetorical Role Labeling of Legal Documents

Santosh T.y.s.s, Apolline Isaia, Shiyu Hong, Matthias Grabmair

The Effect of Sampling Temperature on Problem Solving in Large Language Models

Matthew Renze

Event-Keyed Summarization

William Gantt, Alexander Martin, Pavlo Kuchmiichuk, Aaron Steven White

MUSCLE: A Model Update Strategy for Compatible LLM Evolution

Jessica Maria Echterhoff, Fartash Faghri, Raviteja Vemulapalli, Ting-Yao Hu, Chun-Liang Li

Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision

Zihan Wang, Yunxuan Li, Yuexin Wu, Liangchen Luo, Le Hou

Evidence Retrieval for Fact Verification using Multi-stage Reranking

Shrikant Malviya, Stamos Katsigiannis

Improving Multi-Agent Debate with Sparse Communication Topology

Yunxuan Li, Yibing Du, Jiageng Zhang, Le Hou, Peter Grabowski

Generalists vs. Specialists: Evaluating Large Language Models for Urdu

Samee Arif, Abdul Hameed Azeemi, Agha Ali Raza, Awais Athar

Private prediction for large-scale synthetic text generation

Kareem Amin, Alex Bie, Weiwei Kong, Alexey Kurakin, Natalia Ponomareva

On the Generalization of Training-based ChatGPT Detection Methods

Han Xu, Jie Ren, Pengfei He, Shenglai Zeng, Yingqian Cui

Enhancing Large Language Model Based Sequential Recommender Systems with Pseudo Labels Reconstruction

Hyunsoo Na, Minseok Gang, Youngrok Ko, Jinseok Seol, Sang-goo Lee

Intermediate Layer Distillation with the Reused Teacher Classifier: A Study on the Importance of the Classifier of Attention-based Models

Hang Zhang, Seyyed Hasan Mozafari, James J. Clark, Brett H. Meyer, Warren J. Gross

Multi-Loss Fusion: Angular and Contrastive Integration for Machine-Generated Text Detection

Iqra Zahid, Yue Chang, Tharindu Madusanka, Youcheng Sun, Riza Batista-Navarro

Modeling Human Subjectivity in LLMs Using Explicit and Implicit Human Factors in Personas

Salvatore Giorgi, Tingting Liu, Ankit Aich, Kelsey Jane Isman, Garrick Sherman

Edit-Constrained Decoding for Sentence Simplification

Tatsuya Zetsu, Yuki Arase, Tomoyuki Kajiwara

Crisis counselor language and perceived genuine concern in crisis conversations

Greg Buda, Ignacio J. Tripodi, Margaret Meagher, Elizabeth A. Olson

LongHeads: Multi-Head Attention is Secretly a Long Context Processor

Yi Lu, Xin Zhou, Wei He, Jun Zhao, Tao Ji

Knowledge Mechanisms in Large Language Models: A Survey and Perspective

Mengru Wang, Yunzhi Yao, Ziwen Xu, Shuofei Qiao, Shumin Deng

Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective on Molecule Graphs

Yinhan He, Zaiyi Zheng, Patrick Soga, Yaochen Zhu, Yushun Dong

LongForm: Effective Instruction Tuning with Reverse Instructions

Abdullatif Köksal, Timo Schick, Anna Korhonen, Hinrich Schuetze

TurkishMMLU: Measuring Massive Multitask Language Understanding in Turkish

Arda Yüksel, Abdullatif Köksal, Lütfi Kerem Senel, Anna Korhonen, Hinrich Schuetze

SynthEval: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists

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

Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations

Nuo Chen, Zinan Zheng, Ning Wu, Ming Gong, Dongmei Zhang

LINKAGE: Listwise Ranking among Varied-Quality References for Non-Factoid QA Evaluation via LLMs

Sihui Yang, Keping Bi, Wanqing Cui, Jiafeng Guo, Xueqi Cheng

Ada-Instruct: Adapting Instruction Generators for Complex Reasoning

Wanyun Cui, Qianle Wang

CEAMC: Corpus and Empirical Study of Argument Analysis in Education via LLMs

Yupei Ren, Hongyi Wu, Zhaoguang Long, Shangqing Zhao, Xinyi Zhou

MultiAgent Collaboration Attack: Investigating Adversarial Attacks in Large Language Model Collaborations via Debate

Alfonso Amayuelas, Xianjun Yang, Antonis Antoniades, Wenyue Hua, Liangming Pan

PclGPT: A Large Language Model for Patronizing and Condescending Language Detection

Hongbo Wang, Mingda Li, Junyu Lu, Hebin Xia, Liang Yang

Irrelevant Alternatives Bias Large Language Model Hiring Decisions

Kremena Valkanova, Pencho Yordanov

ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Zhiyuan Wang, Jinhao Duan, Lu Cheng, Yue Zhang, Qingni Wang

Learning from Imperfect Data: Towards Efficient Knowledge Distillation of Autoregressive Language Models for Text-to-SQL

Qihuang Zhong, Kunfeng Chen, Liang Ding, Juhua Liu, Bo Du

From Text Segmentation to Enhanced Representation Learning: A Novel Approach to Multi-Label Classification for Long Texts

Wang Zhang, Xin Wang, Qian Wang, Tao Deng, Xiaoru Wu

STTATTS: Unified Speech-To-Text And Text-To-Speech Model

Hawau Olamide Toyin, Hao Li, Hanan Aldarmaki

Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting

Marco Naguib, Xavier Tannier, Aurélie Névéol

Beyond Common Words: Enhancing ASR Cross-Lingual Proper Noun Recognition Using Large Language Models

Rishabh Kumar, Sabyasachi Ghosh, Ganesh Ramakrishnan

BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization

Gihun Lee, Minchan Jeong, Yujin Kim, Hojung Jung, Jaehoon Oh

AutoDetect: Towards a Unified Framework for Automated Weakness Detection in Large Language Models

Jiale Cheng, Yida Lu, Xiaotao Gu, Pei Ke, Xiao Liu

An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference

Atsuki Yamaguchi, Aline Villavicencio, Nikolaos Aletras

CERD: A Comprehensive Chinese Rhetoric Dataset for Rhetorical Understanding and Generation in Essays

Nuowei Liu, Xinhao Chen, Hongyi Wu, Changzhi Sun, Man Lan

Self-Distillation for Model Stacking Unlocks Cross-Lingual NLU in 200+ Languages

Fabian David Schmidt, Philipp Borchert, Ivan Vulić, Goran Glavaš

What’s under the hood: Investigating Automatic Metrics on Meeting Summarization

Frederic Kirstein, Jan Philip Wahle, Terry Ruas, Bela Gipp

From Generation to Selection: Findings of Converting Analogical Problem-Solving into Multiple-Choice Questions

Donghyeon Shin, Seungpil Lee, Klea Lena Kovacec, Sundong Kim

A Training Data Recipe to Accelerate A* Search with Language Models

Devaansh Gupta, Boyang Li

Learning Semantic Structure through First-Order-Logic Translation

Akshay Chaturvedi, Nicholas Asher

Hope ‘The Paragraph Guy’ explains the rest : Introducing MeSum, the Meme Summarizer

Anas Anwarul Haq Khan, Tanik Saikh, Arpan Phukan, Asif Ekbal

Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information

Yongheng Zhang, Qiguang Chen, Jingxuan Zhou, Peng Wang, Jiasheng Si

ESG-Kor: A Korean Dataset for ESG-related Information Extraction and Practical Use Cases

Jaeyoung Lee, Geonyeong Son, Misuk Kim

Efficiently Computing Susceptibility to Context in Language Models

Tianyu Liu, Kevin Du, Mrinmaya Sachan, Ryan Cotterell

Self-Constructed Context Decompilation with Fined-grained Alignment Enhancement

Yunlong Feng, Dechuan Teng, Yang Xu, Honglin Mu, Xiao Xu

VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs

Ruotong Liao, Max Erler, Huiyu Wang, Guangyao Zhai, Gengyuan Zhang

Cross-lingual Contextualized Phrase Retrieval

Huayang Li, Deng Cai, Zhi Qu, Qu Cui, Hidetaka Kamigaito

Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning

Sen Yang, Leyang Cui, Deng Cai, Xinting Huang, Shuming Shi

MMUTF: Multimodal Multimedia Event Argument Extraction with Unified Template Filling

Philipp Seeberger, Dominik Wagner, Korbinian Riedhammer

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

Joseph James, Chenghao Xiao, Yucheng Li, Chenghua Lin

Unlocking Continual Learning Abilities in Language Models

Wenyu Du, Shuang Cheng, Tongxu Luo, Zihan Qiu, Zeyu Huang

Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions

Jordan Meadows, Tamsin Emily James, Andre Freitas

LumberChunker: Long-Form Narrative Document Segmentation

André V. Duarte, João DS Marques, Miguel Graça, Miguel Freire, Lei Li

CapEEN: Image Captioning with Early Exits and Knowledge Distillation

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

Improving Referring Ability for Biomedical Language Models

Junfeng Jiang, Fei Cheng, Akiko Aizawa

Nebula: A discourse aware Minecraft Builder

Akshay Chaturvedi, Kate Thompson, Nicholas Asher

Llamipa: An Incremental Discourse Parser

Kate Thompson, Akshay Chaturvedi, Julie Hunter, Nicholas Asher

LaCo: Large Language Model Pruning via Layer Collapse

Yifei Yang, Zouying Cao, Hai Zhao

DAdEE: Unsupervised Domain Adaptation in Early Exit PLMs

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

Comparing Edge-based and Node-based Methods on a Citation Prediction Task

Peter Vickers, Kenneth Church

Authorship Obfuscation in Multilingual Machine-Generated Text Detection

Dominik Macko, Robert Moro, Adaku Uchendu, Ivan Srba, Jason S Lucas

RippleCOT: Amplifying Ripple Effect of Knowledge Editing in Language Models via Chain-of-Thought In-Context Learning

Zihao Zhao, Yuchen Yang, Yijiang Li, Yinzhi Cao

How Reliable Are Automatic Evaluation Methods for Instruction-Tuned LLMs?

Ehsan Doostmohammadi, Oskar Holmström, Marco Kuhlmann

Unveiling the Invisible: Captioning Videos with Metaphors

Abisek Rajakumar Kalarani, Pushpak Bhattacharyya, Sumit Shekhar

M2QA: Multi-domain Multilingual Question Answering

Leon Engländer, Hannah Sterz, Clifton A Poth, Jonas Pfeiffer, Ilia Kuznetsov

PromptKD: Distilling Student-Friendly Knowledge for Generative Language Models via Prompt Tuning

Gyeongman Kim, Doohyuk Jang, Eunho Yang