ACL 2024

2,718 papers

GENDEX: Generative Data Augmentation Strategy Leveraging External Data for Abstractive Dialogue Summarization

Sangwon Park, HongSeok Choi, Dongha Choi, Hyunju Lee

SP3: Enhancing Structured Pruning via PCA Projection

Yuxuan Hu, Jing Zhang, Zhe Zhao, Chen Zhao, Xiaodong Chen

You Only Look at Screens: Multimodal Chain-of-Action Agents

Zhuosheng Zhang, Aston Zhang

LLMFactor: Extracting Profitable Factors through Prompts for Explainable Stock Movement Prediction

Meiyun Wang, Kiyoshi Izumi, Hiroki Sakaji

A Chinese Dataset for Evaluating the Safeguards in Large Language Models

Yuxia Wang, Zenan Zhai, Haonan Li, Xudong Han, Shom Lin

Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion

Xiaobao Wu, Xinshuai Dong, Liangming Pan, Thong Nguyen, Anh Tuan Luu

Transition-based Opinion Generation for Aspect-based Sentiment Analysis

Tianlai Ma, Zhongqing Wang, Guodong Zhou

AgentTuning: Enabling Generalized Agent Abilities for LLMs

Aohan Zeng, Mingdao Liu, Rui Lu, Bowen Wang, Xiao Liu

Towards Better Utilization of Multi-Reference Training Data for Chinese Grammatical Error Correction

Yumeng Liu, Zhenghua Li, Haochen Jiang, Bo Zhang, Chen Li

Speculative Decoding via Early-exiting for Faster LLM Inference with Thompson Sampling Control Mechanism

Jiahao Liu, Qifan Wang, Jingang Wang, Xunliang Cai

LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning

Mingyang Zhang, Hao Chen, Chunhua Shen, Zhen Yang, Linlin Ou

Towards Precise Localization of Critical Errors in Machine Translation

DaHyun Jung, Sugyeong Eo, Heuiseok Lim

Efficient Knowledge Infusion via KG-LLM Alignment

Zhouyu Jiang, Ling Zhong, Mengshu Sun, Jun Xu, Rui Sun

Disperse-Then-Merge: Pushing the Limits of Instruction Tuning via Alignment Tax Reduction

Tingchen Fu, Deng Cai, Lemao Liu, Shuming Shi, Rui Yan

AlignRE: An Encoding and Semantic Alignment Approach for Zero-Shot Relation Extraction

Zehan Li, Fu Zhang, Jingwei Cheng

Character-Level Chinese Dependency Parsing via Modeling Latent Intra-Word Structure

Yang Hou, Zhenghua Li

Encoding Hierarchical Schema via Concept Flow for Multifaceted Ideology Detection

Songtao Liu, Bang Wang, Wei Xiang, Han Xu, Minghua Xu

HyperCL: A Contrastive Learning Framework for Hyper-Relational Knowledge Graph Embedding with Hierarchical Ontology

Yuhuan Lu, Weijian Yu, Xin Jing, Dingqi Yang

Self-Supervised Position Debiasing for Large Language Models

Zhongkun Liu, Zheng Chen, Mengqi Zhang, Zhaochun Ren, Pengjie Ren

Comprehensive Abstractive Comment Summarization with Dynamic Clustering and Chain of Thought

Longyin Zhang, Bowei Zou, Jacintha Yi, AiTi Aw

Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs

Minh-Vuong Nguyen, Linhao Luo, Fatemeh Shiri, Dinh Phung, Yuan-Fang Li

Medical Dialogue System: A Survey of Categories, Methods, Evaluation and Challenges

Xiaoming Shi, Zeming Liu, Li Du, Yuxuan Wang, Hongru Wang

Non-compositional Expression Generation and its Continual Learning

Jianing Zhou, Suma Bhat

MODABS: Multi-Objective Learning for Dynamic Aspect-Based Summarization

Xiaobo Guo, Soroush Vosoughi

Selective Prefix Tuning for Pre-trained Language Models

Hongyi Zhang, Zuchao Li, Ping Wang, Hai Zhao

Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Future

Minzhi Li, Weiyan Shi, Caleb Ziems, Diyi Yang

Simulated Misinformation Susceptibility (SMISTS): Enhancing Misinformation Research with Large Language Model Simulations

Weicheng Ma, Chunyuan Deng, Aram Moossavi, Lili Wang, Soroush Vosoughi

Can You Learn Semantics Through Next-Word Prediction? The Case of Entailment

William Merrill, Zhaofeng Wu, Norihito Naka, Yoon Kim, Tal Linzen

Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature of Aggregated Factual Claims in Long-Form Generations

Cheng-Han Chiang, Hung-yi Lee

Chain of Logic: Rule-Based Reasoning with Large Language Models

Sergio Servantez, Joe Barrow, Kristian Hammond, Rajiv Jain

FUSE: Measure-Theoretic Compact Fuzzy Set Representation for Taxonomy Expansion

Fred Xu, Song Jiang, Zijie Huang, Xiao Luo, Shichang Zhang

Self-Specialization: Uncovering Latent Expertise within Large Language Models

Junmo Kang, Hongyin Luo, Yada Zhu, Jacob Hansen, James Glass

The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts

Lingfeng Shen, Weiting Tan, Sihao Chen, Yunmo Chen, Jingyu Zhang

DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection

Herun Wan, Shangbin Feng, Zhaoxuan Tan, Heng Wang, Yulia Tsvetkov

Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models

Wenxuan Ding, Shangbin Feng, Yuhan Liu, Zhaoxuan Tan, Vidhisha Balachandran

LANS: A Layout-Aware Neural Solver for Plane Geometry Problem

Zhong-Zhi Li, Ming-Liang Zhang, Fei Yin, Cheng-lin Liu

Dictionary-Aided Translation for Handling Multi-Word Expressions in Low-Resource Languages

Antonios Dimakis, Stella Markantonatou, Antonios Anastasopoulos

Accurate and Nuanced Open-QA Evaluation Through Textual Entailment

Peiran Yao, Denilson Barbosa

The Emotion Dynamics of Literary Novels

Krishnapriya Vishnubhotla, Adam Hammond, Graeme Hirst, Saif Mohammad

VISPool: Enhancing Transformer Encoders with Vector Visibility Graph Neural Networks

Tuna Alikaşifoğlu, Arda Aras, Aykut Koc

Alirector: Alignment-Enhanced Chinese Grammatical Error Corrector

Haihui Yang, Xiaojun Quan

SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languages

Nedjma Ousidhoum, Shamsuddeen Muhammad, Mohamed Abdalla, Idris Abdulmumin, Ibrahim Ahmad

Episodic Memory Retrieval from LLMs: A Neuromorphic Mechanism to Generate Commonsense Counterfactuals for Relation Extraction

xin miao, Yongqi Li, Shen Zhou, Tieyun Qian

LM-Cocktail: Resilient Tuning of Language Models via Model Merging

Shitao Xiao, Zheng Liu, Peitian Zhang, Xingrun Xing

Integrating Physician Diagnostic Logic into Large Language Models: Preference Learning from Process Feedback

Chengfeng Dou, Ying Zhang, Zhi Jin, Wenpin Jiao, Haiyan Zhao

Ranking Large Language Models without Ground Truth

Amit Dhurandhar, Rahul Nair, Moninder Singh, Elizabeth Daly, Karthikeyan Natesan Ramamurthy

NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models

Amit Dhurandhar, Tejaswini Pedapati, Ronny Luss, Soham Dan, Aurélie Lozano

KoCommonGEN v2: A Benchmark for Navigating Korean Commonsense Reasoning Challenges in Large Language Models

Jaehyung Seo, Jaewook Lee, Chanjun Park, SeongTae Hong, Seungjun Lee

SoMeLVLM: A Large Vision Language Model for Social Media Processing

Xinnong Zhang, Haoyu Kuang, Xinyi Mou, Hanjia Lyu, Kun Wu

An Element is Worth a Thousand Words: Enhancing Legal Case Retrieval by Incorporating Legal Elements

Chenlong Deng, Zhicheng Dou, Yujia Zhou, Peitian Zhang, Kelong Mao

Iterative Refinement of Project-Level Code Context for Precise Code Generation with Compiler Feedback

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

M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Jianlyu Chen, Shitao Xiao, Peitian Zhang, Kun Luo, Defu Lian

Multilingual Instruction Tuning With Just a Pinch of Multilinguality

Uri Shaham, Jonathan Herzig, Roee Aharoni, Idan Szpektor, Reut Tsarfaty

Length-aware Byte Pair Encoding for Mitigating Over-segmentation in Korean Machine Translation

Jungseob Lee, Hyeonseok Moon, Seungjun Lee, Chanjun Park, Sugyeong Eo

Unpacking Tokenization: Evaluating Text Compression and its Correlation with Model Performance

Omer Goldman, Avi Caciularu, Matan Eyal, Kris Cao, Idan Szpektor

Into the Unknown: Generating Geospatial Descriptions for New Environments

Tzuf Paz-Argaman, John Palowitch, Sayali Kulkarni, Reut Tsarfaty, Jason Baldridge

Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation

Joe Stacey, Marek Rei

Do Large Language Models have Problem-Solving Capability under Incomplete Information Scenarios?

Yuyan Chen, Yueze Li, Songzhou Yan, Sijia Liu, Jiaqing Liang

HOTVCOM: Generating Buzzworthy Comments for Videos

Yuyan Chen, Songzhou Yan, Qingpei Guo, Jiyuan Jia, Zhixu Li

Plum: Prompt Learning using Metaheuristics

Rui Pan, Shuo Xing, SHIZHE DIAO, Wenhe Sun, Xiang Liu

EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models

Yuyan Chen, Songzhou Yan, Sijia Liu, Yueze Li, Yanghua Xiao

Context-Aware Tracking and Dynamic Introduction for Incomplete Utterance Rewriting in Extended Multi-Turn Dialogues

Xinnan Guo, Qian Zhu, Qiuhui Shi, Xuan Lin, Liubin Wang

From Model-centered to Human-Centered: Revision Distance as a Metric for Text Evaluation in LLMs-based Applications

Yongqiang Ma, Lizhi Qing, Jiawei Liu, Yangyang Kang, Yue Zhang

SocialBench: Sociality Evaluation of Role-Playing Conversational Agents

Hongzhan Chen, Hehong Chen, Ming Yan, Wenshen Xu, Gao Xing

INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of Repair

Hanbin Wang, Zhenghao Liu, Shuo Wang, Ganqu Cui, Ning Ding

Achilles-Bench: A Challenging Benchmark for Low-Resource Evaluation

Yudong Wang, Chang Ma, Qingxiu Dong, Zhifang Sui, Lingpeng Kong

ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models

Haoran Luo, Haihong E, Zichen Tang, Shiyao Peng, Yikai Guo

The Knowledge Alignment Problem: Bridging Human and External Knowledge for Large Language Models

Shuo Zhang, Liangming Pan, Junzhou Zhao, William Yang Wang

Enhancing Text-to-SQL Parsing through Question Rewriting and Execution-Guided Refinement

Wenxin Mao, Ruiqi Wang, Jiyu Guo, Jichuan Zeng, Cuiyun Gao

LoRA Meets Dropout under a Unified Framework

Sheng wang, Liheng Chen, Jiyue Jiang, Boyang Xue, Lingpeng Kong

Learning Low-dimensional Multi-domain Knowledge Graph Embedding via Dual Archimedean Spirals

Jiang Li, Xiangdong Su, Fujun Zhang, Guanglai Gao

KPEval: Towards Fine-Grained Semantic-Based Keyphrase Evaluation

Di Wu, Da Yin, Kai-Wei Chang

MolTC: Towards Molecular Relational Modeling In Language Models

Junfeng Fang, SHUAI ZHANG, Chang Wu, Zhengyi Yang, Zhiyuan Liu

A Graph per Persona: Reasoning about Subjective Natural Language Descriptions

EunJeong Hwang, Vered Shwartz, Dan Gutfreund, Veronika Thost

Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm

Qiang Gao, Zixiang Meng, Bobo Li, Jun Zhou, Fei Li

Can Large Multimodal Models Uncover Deep Semantics Behind Images?

Yixin Yang, Zheng Li, Qingxiu Dong, Heming Xia, Zhifang Sui

DEBATE: Devil’s Advocate-Based Assessment and Text Evaluation

Alex Kim, Keonwoo Kim, Sangwon Yoon

Chinese Spoken Named Entity Recognition in Real-world Scenarios: Dataset and Approaches

Shilin Zhou, Zhenghua Li, Chen Gong, Lei Zhang, Yu Hong

SKGSum: Structured Knowledge-Guided Document Summarization

Qiqi Wang, Ruofan Wang, Kaiqi Zhao, Robert Amor, Benjamin Liu

Towards Understanding Task-agnostic Debiasing Through the Lenses of Intrinsic Bias and Forgetfulness

Guangliang Liu, Milad Afshari, Xitong Zhang, Zhiyu Xue, Avrajit Ghosh

The Impact of Reasoning Step Length on Large Language Models

Mingyu Jin, Qinkai Yu, Dong Shu, Haiyan Zhao, Wenyue Hua

Towards Safer Large Language Models through Machine Unlearning

Zheyuan Liu, Guangyao Dou, Zhaoxuan Tan, Yijun Tian, Meng Jiang

Cyclical Contrastive Learning Based on Geodesic for Zero-shot Cross-lingual Spoken Language Understanding

Xuxin Cheng, Zhihong Zhu, Bang Yang, Xianwei Zhuang, Hongxiang Li

VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models

Haoyi Qiu, Wenbo Hu, Zi-Yi Dou, Nanyun Peng

RankMean: Module-Level Importance Score for Merging Fine-tuned LLM Models

Gabriel Perin, Xuxi Chen, Shusen Liu, Bhavya Kailkhura, Zhangyang Wang

A Shocking Amount of the Web is Machine Translated: Insights from Multi-Way Parallelism

Brian Thompson, Mehak Dhaliwal, Peter Frisch, Tobias Domhan, Marcello Federico

UNIWIZ: A Unified Large Language Model Orchestrated Wizard for Safe Knowledge Grounded Conversations

Souvik Das, Rohini Srihari

CeeBERT: Cross-Domain Inference in Early Exit BERT

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

Revisiting OPRO: The Limitations of Small-Scale LLMs as Optimizers

Tuo Zhang, Jinyue Yuan, Salman Avestimehr

ColorSwap: A Color and Word Order Dataset for Multimodal Evaluation

Jirayu Burapacheep, Ishan Gaur, Agam Bhatia, Tristan Thrush

k-SemStamp: A Clustering-Based Semantic Watermark for Detection of Machine-Generated Text

Abe Hou, Jingyu Zhang, Yichen Wang, Daniel Khashabi, Tianxing He

Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges

Bosheng Ding, Chengwei Qin, Ruochen Zhao, Tianze Luo, Xinze Li

SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing

Heidi Zhang, Sina Semnani, Farhad Ghassemi, Jialiang Xu, Shicheng Liu

Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation

Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma

Benchmarking Large Language Models on Communicative Medical Coaching: A Dataset and a Novel System

Hengguan Huang, Songtao Wang, Hongfu Liu, Hao Wang, Ye Wang

Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects - A Survey

Ashok Urlana, Pruthwik Mishra, Tathagato Roy, Rahul Mishra

DAFNet: Dynamic Auxiliary Fusion for Sequential Model Editing in Large Language Models

Taolin Zhang, Qizhou Chen, Dongyang Li, Chengyu Wang, Xiaofeng He

CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

Zicheng Lin, Zhibin Gou, Tian Liang, Ruilin Luo, Haowei Liu

CHARP: Conversation History AwaReness Probing for Knowledge-grounded Dialogue Systems

Abbas Ghaddar, David Alfonso-hermelo, Philippe Langlais, Mehdi Rezagholizadeh, Boxing Chen

ConTempo: A Unified Temporally Contrastive Framework for Temporal Relation Extraction

Jingcheng Niu, Saifei Liao, Victoria Ng, Simon De Montigny, Gerald Penn