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EMNLP 2024

2,910 papers

LaMDA: Large Model Fine-Tuning via Spectrally Decomposed Low-Dimensional Adaptation

Seyedarmin Azizi, Souvik Kundu, Massoud Pedram

Detecting Temporal Ambiguity in Questions

Bhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari, Adam Jatowt

Enhancing Tool Retrieval with Iterative Feedback from Large Language Models

Qiancheng Xu, Yongqi Li, Heming Xia, Wenjie Li

A Survey on Open Information Extraction from Rule-based Model to Large Language Model

Liu Pai, Wenyang Gao, Wenjie Dong, Lin Ai, Ziwei Gong

A LLM-based Ranking Method for the Evaluation of Automatic Counter-Narrative Generation

Irune Zubiaga, Aitor Soroa, Rodrigo Agerri

Train Once, Use Flexibly: A Modular Framework for Multi-Aspect Neural News Recommendation

Andreea Iana, Goran Glavaš, Heiko Paulheim

How Entangled is Factuality and Deception in German?

Aswathy Velutharambath, Amelie Wuehrl, Roman Klinger

LLM Explainability via Attributive Masking Learning

Oren Barkan, Yonatan Toib, Yehonatan Elisha, Jonathan Weill, Noam Koenigstein

Taking a turn for the better: Conversation redirection throughout the course of mental-health therapy

Vivian Nguyen, Sang Min Jung, Lillian Lee, Thomas D. Hull, Cristian Danescu-Niculescu-Mizil

Tutor-ICL: Guiding Large Language Models for Improved In-Context Learning Performance

Ikhyun Cho, Gaeul Kwon, Julia Hockenmaier

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

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

VeriScore: Evaluating the factuality of verifiable claims in long-form text generation

Yixiao Song, Yekyung Kim, Mohit Iyyer

Improving LLM Attributions with Randomized Path-Integration

Oren Barkan, Yehonatan Elisha, Yonatan Toib, Jonathan Weill, Noam Koenigstein

Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models

Cheng-Hsun Hsueh, Paul Kuo-Ming Huang, Tzu-Han Lin, Che Wei Liao, Hung-Chieh Fang

AgentsCourt: Building Judicial Decision-Making Agents with Court Debate Simulation and Legal Knowledge Augmentation

Zhitao He, Pengfei Cao, Chenhao Wang, Zhuoran jin, Yubo Chen

PEDANTS: Cheap but Effective and Interpretable Answer Equivalence

Zongxia Li, Ishani Mondal, Huy Nghiem, Yijun Liang, Jordan Lee Boyd-Graber

Do LLMs Think Fast and Slow? A Causal Study on Sentiment Analysis

Zhiheng LYU, Zhijing Jin, Fernando Gonzalez Adauto, Rada Mihalcea, Bernhard Schölkopf

Exploring Hint Generation Approaches for Open-Domain Question Answering

Jamshid Mozafari, Abdelrahman Abdallah, Bhawna Piryani, Adam Jatowt

Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions

Angana Borah, Rada Mihalcea

Creative and Context-Aware Translation of East Asian Idioms with GPT-4

Kenan Tang, Peiyang Song, Yao Qin, Xifeng Yan

Natural Evolution-based Dual-Level Aggregation for Temporal Knowledge Graph Reasoning

Bin Chen, Chunjing Xiao, Fan Zhou

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

Xiaoming Liu, Chen Liu, Zhaohan Zhang, Chengzhengxu Li, Longtian Wang

CodeIP: A Grammar-Guided Multi-Bit Watermark for Large Language Models of Code

Batu Guan, Yao Wan, Zhangqian Bi, Zheng Wang, Hongyu Zhang

Improving Diversity of Commonsense Generation by Large Language Models via In-Context Learning

Tianhui Zhang, Bei Peng, Danushka Bollegala

LoRAExit: Empowering Dynamic Modulation of LLMs in Resource-limited Settings using Low-rank Adapters

Jiacheng Liu, Peng Tang, Xiaofeng Hou, CHAO LI, Pheng-Ann Heng

On Diversified Preferences of Large Language Model Alignment

Dun Zeng, Yong Dai, Pengyu Cheng, Longyue Wang, Tianhao Hu

HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs

Adrián Bazaga, Pietro Lió, Gos Micklem

DetectiveNN: Imitating Human Emotional Reasoning with a Recall-Detect-Predict Framework for Emotion Recognition in Conversations

Simin Hong, Jun Sun, Taihao Li

Are ELECTRA’s Sentence Embeddings Beyond Repair? The Case of Semantic Textual Similarity

Ivan Rep, David Dukić, Jan Šnajder

RoBERT2VecTM: A Novel Approach for Topic Extraction in Islamic Studies

Sania Aftar, Luca Gagliardelli, Amina El Ganadi, Federico Ruozzi, Sonia Bergamaschi

MultiVerse: Efficient and Expressive Zero-Shot Multi-Task Text-to-Speech

Taejun Bak, Youngsik Eom, SeungJae Choi, Young-Sun Joo

Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model Evaluation

Qin Zhu, Qinyuan Cheng, Runyu Peng, Xiaonan Li, Ru Peng

Class Name Guided Out-of-Scope Intent Classification

Chandan Gautam, Sethupathy Parameswaran, Aditya Kane, Yuan Fang, Savitha Ramasamy

ExpertEase: A Multi-Agent Framework for Grade-Specific Document Simplification with Large Language Models

Kaijie Mo, Renfen Hu

DiaHalu: A Dialogue-level Hallucination Evaluation Benchmark for Large Language Models

Kedi Chen, Qin Chen, Jie Zhou, He Yishen, Liang He

ICON: Improving Inter-Report Consistency in Radiology Report Generation via Lesion-aware Mixup Augmentation

Wenjun Hou, Yi Cheng, Kaishuai Xu, Yan Hu, Wenjie Li

QPaug: Question and Passage Augmentation for Open-Domain Question Answering of LLMs

Minsang Kim, Cheoneum Park, Seung Jun Baek

Forecasting Future International Events: A Reliable Dataset for Text-Based Event Modeling

DAEHOON GWAK, Junwoo Park, Minho Park, ChaeHun Park, Hyunchan Lee

Achieving Stronger Generation via Simple Contrastive Tuning

Zhimeng Wang, Pinzheng Wang, Juntao Li, Yibin Chen, Min Zhang

Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering

Yu Zhang, Kehai Chen, Xuefeng Bai, Zhao Kang, Quanjiang Guo

Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain Maximization

Dongyuan Li, Ying Zhang, Zhen Wang, Shiyin Tan, Satoshi Kosugi

Datasets for Multilingual Answer Sentence Selection

Matteo Gabburo, Stefano Campese, Federico Agostini, Alessandro Moschitti

TS-Align: A Teacher-Student Collaborative Framework for Scalable Iterative Finetuning of Large Language Models

Chen Zhang, Chengguang Tang, Dading Chong, Ke Shi, Guohua Tang

Beyond Agreement: Diagnosing the Rationale Alignment of Automated Essay Scoring Methods based on Linguistically-informed Counterfactuals

Yupei Wang, Renfen Hu, Zhe Zhao

LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning

Jiachun Li, Pengfei Cao, Chenhao Wang, Zhuoran jin, Yubo Chen

Hit the Nail on the Head: Parameter-Efficient Multi-task Tuning via Human Language Intervention

Wenxuan Lu, Songhao Jiang, Wang Yijing, Tianning Zang

Scalable and Domain-General Abstractive Proposition Segmentation

Mohammad Javad Hosseini, Yang Gao, Tim Baumgärtner, Alex Fabrikant, Reinald Kim Amplayo

Knowledge Navigator: LLM-guided Browsing Framework for Exploratory Search in Scientific Literature

Uri Katz, Mosh Levy, Yoav Goldberg

Can Language Models Recognize Convincing Arguments?

Paula Rescala, Manoel Horta Ribeiro, Tiancheng Hu, Robert West

Low-Resource Machine Translation through the Lens of Personalized Federated Learning

Viktor Moskvoretskii, Nazarii Tupitsa, Chris Biemann, Samuel Horváth, Eduard Gorbunov

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

Multilingual Contrastive Decoding via Language-Agnostic Layers Skipping

Wenhao Zhu, Sizhe Liu, Shujian Huang, Shuaijie She, Chris Wendler

SALMON: A Structure-Aware Language Model with logicality and densification strategy for Temporal Knowledge Graph Reasoning

Fu Zhang, Jinghao Lin, Jingwei Cheng

MMedAgent: Learning to Use Medical Tools with Multi-modal Agent

Binxu Li, Tiankai Yan, Yuanting Pan, Jie Luo, Ruiyang Ji

PURE: Aligning LLM via Pluggable Query Reformulation for Enhanced Helpfulness

Wenjin Yao, Yidong Wang, Zhuohao Yu, Rui Xie, Shikun Zhang

Unlocking the Potential of Model Merging for Low-Resource Languages

Mingxu Tao, Chen Zhang, Quzhe Huang, Tianyao Ma, Songfang Huang

TWBias: A Benchmark for Assessing Social Bias in Traditional Chinese Large Language Models through a Taiwan Cultural Lens

Hsin-Yi Hsieh, Shih-Cheng Huang, Richard Tzong-Han Tsai

Exploring the Capability of Multimodal LLMs with Yonkoma Manga: The YManga Dataset and Its Challenging Tasks

Qi Yang, Jingjie Zeng, Liang Yang, Zhihao Yang, Hongfei Lin

Variational Language Concepts for Interpreting Foundation Language Models

Hengyi Wang, Shiwei Tan, Zhiqing Hong, Desheng Zhang, Hao Wang

How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment

Heyan Huang, Yinghao Li, Huashan Sun, Yu Bai, Yang Gao

Traffic Light or Light Traffic? Investigating Phrasal Semantics in Large Language Models

Rui Meng, Ye Liu, Lifu Tu, Daqing He, Yingbo Zhou

LPZero: Language Model Zero-cost Proxy Search from Zero

Peijie Dong, Lujun Li, Xiang Liu, Zhenheng Tang, Xuebo Liu

Infrared-LLaVA: Enhancing Understanding of Infrared Images in Multi-Modal Large Language Models

Shixin Jiang, Zerui Chen, Jiafeng Liang, Yanyan Zhao, Ming Liu

Refiner: Restructure Retrieved Content Efficiently to Advance Question-Answering Capabilities

Zhonghao Li, Xuming Hu, Aiwei Liu, Kening Zheng, Sirui Huang

CHIRON: Rich Character Representations in Long-Form Narratives

Alexander Gurung, Mirella Lapata

AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference

Yang Han, Yiming Wang, Rui Wang, Lu Chen, Kai Yu

Enable Fast Sampling for Seq2Seq Text Diffusion

Pan Liu, Xiaohua Tian, Zhouhan Lin

TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation

Jinyuan Fang, Zaiqiao Meng, Craig Macdonald

PSST: A Benchmark for Evaluation-driven Text Public-Speaking Style Transfer

Huashan Sun, Yixiao Wu, Yizhe Yang, Yinghao Li, Jiawei Li

MetaKP: On-Demand Keyphrase Generation

Di Wu, Xiaoxian Shen, Kai-Wei Chang

AutoHallusion: Automatic Generation of Hallucination Benchmarks for Vision-Language Models

Xiyang Wu, Tianrui Guan, Dianqi Li, Shuaiyi Huang, Xiaoyu Liu

The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning

Xiyan Fu, Anette Frank

Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation

Xianzhi Li, Ran Zmigrod, Zhiqiang Ma, Xiaomo Liu, Xiaodan Zhu

Weak-to-Strong Reasoning

Yuqing Yang, Yan Ma, Pengfei Liu

Towards Pareto-Efficient RLHF: Paying Attention to a Few High-Reward Samples with Reward Dropout

Changhun Lee, Chiehyeon Lim

CONTOR: Benchmarking Strategies for Completing Ontologies with Plausible Missing Rules

Na Li, Thomas Bailleux, Zied Bouraoui, Steven Schockaert

Learning to Ask Denotative and Connotative Questions for Knowledge-based VQA

xiaoying xing, Peixi Xiong, Lei Fan, Yunxuan Li, Ying Wu

Financial Forecasting from Textual and Tabular Time Series

Ross Koval, Nicholas Andrews, Xifeng Yan

Is GPT-4V (ision) All You Need for Automating Academic Data Visualization? Exploring Vision-Language Models’ Capability in Reproducing Academic Charts

Zhehao Zhang, Weicheng Ma, Soroush Vosoughi

BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers

Jiaqi Xue, Qian Lou, Mengxin Zheng

PropTest: Automatic Property Testing for Improved Visual Programming

Jaywon Koo, Ziyan Yang, Paola Cascante-Bonilla, Baishakhi Ray, Vicente Ordonez

MedINST: Meta Dataset of Biomedical Instructions

Wenhan Han, Meng Fang, Zihan Zhang, Yu Yin, Zirui Song

DTS-SQL: Decomposed Text-to-SQL with Small Large Language Models

Mohammadreza Pourreza, Davood Rafiei

LaRA: Large Rank Adaptation for Speech and Text Cross-Modal Learning in Large Language Models

Zuhair Hasan Shaik, Pradyoth Hegde, Prashant Bannulmath, Deepak K T

Activation Scaling for Steering and Interpreting Language Models

Niklas Stoehr, Kevin Du, Vésteinn Snæbjarnarson, Robert West, Ryan Cotterell

Inverse-Q*: Token Level Reinforcement Learning for Aligning Large Language Models Without Preference Data

Han Xia, Songyang Gao, Qiming Ge, Zhiheng Xi, Qi Zhang

Large Language Models are Students at Various Levels: Zero-shot Question Difficulty Estimation

Jae-Woo Park, Seong-Jin Park, Hyun-Sik Won, Kang-Min Kim

Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction

Yuncheng Hua, Yujin Huang, Shuo Huang, Tao Feng, Lizhen Qu

Advancing Cross-Lingual Entity Alignment with Large Language Models: Tailored Sample Segmentation and Zero-Shot Prompts

Linyan Yang, Jingwei Cheng, Fu Zhang

HoLLMwood: Unleashing the Creativity of Large Language Models in Screenwriting via Role Playing

Jing Chen, Xinyu Zhu, Cheng Yang, Chufan Shi, Yadong Xi

Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues

Yuncheng Hua, Lizhen Qu, Reza Haf

Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue

Huifang Du, Shuqin Li, Minghao Wu, Xuejing Feng, Yuan-Fang Li

DyKnow: Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs

Seyed Mahed Mousavi, Simone Alghisi, Giuseppe Riccardi

A Semantic Search Engine for Mathlib4

Guoxiong Gao, Haocheng Ju, Jiedong Jiang, Zihan Qin, Bin Dong

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization

Mingyang Wang, Lukas Lange, Heike Adel, Jannik Strötgen, Hinrich Schuetze

Information Parity: Measuring and Predicting the Multilingual Capabilities of Language Models

Alexander Tsvetkov, Alon Kipnis

A Study of Implicit Ranking Unfairness in Large Language Models

Chen Xu, Wenjie Wang, Yuxin Li, Liang Pang, Jun Xu

Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations

Lei Yu, Meng Cao, Jackie CK Cheung, Yue Dong

Balancing Visual Context Understanding in Dialogue for Image Retrieval

Zhaohui Wei, Lizi Liao, Xiaoyu Du, Xinguang Xiang

Towards Benchmarking Situational Awareness of Large Language Models:Comprehensive Benchmark, Evaluation and Analysis

Guo Tang, Zheng Chu, Wenxiang Zheng, Ming Liu, Bing Qin