ACL 2024

2,718 papers

Linear Transformers with Learnable Kernel Functions are Better In-Context Models

Yaroslav Aksenov, Nikita Balagansky, Sofia Lo Cicero Vaina, Boris Shaposhnikov, Alexey Gorbatovski

Synergistic Interplay between Search and Large Language Models for Information Retrieval

Jiazhan Feng, Chongyang Tao, Xiubo Geng, Tao Shen, Can Xu

Are LLM-based Evaluators Confusing NLG Quality Criteria?

Xinyu Hu, Mingqi Gao, Sen Hu, Yang Zhang, Yicheng Chen

T-Eval: Evaluating the Tool Utilization Capability of Large Language Models Step by Step

Zehui Chen, Weihua Du, Wenwei Zhang, Kuikun Liu, Jiangning Liu

Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation

Wenting Chen, Linlin Shen, Jingyang Lin, Jiebo Luo, Xiang Li

Synchronized Video Storytelling: Generating Video Narrations with Structured Storyline

Dingyi Yang, Chunru Zhan, Ziheng Wang, Biao Wang, Tiezheng Ge

Improving Large Language Models in Event Relation Logical Prediction

Meiqi Chen, Yubo Ma, Kaitao Song, Yixin Cao, Yan Zhang

Large Language Models are not Fair Evaluators

Peiyi Wang, Lei Li, Liang Chen, Zefan Cai, Dawei Zhu

Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Peiyi Wang, Lei Li, Zhihong Shao, Runxin Xu, Damai Dai

Whose Preferences? Differences in Fairness Preferences and Their Impact on the Fairness of AI Utilizing Human Feedback

Maria Lerner, Florian Dorner, Elliott Ash, Naman Goel

Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning

Philipp Mondorf, Barbara Plank

F-Eval: Asssessing Fundamental Abilities with Refined Evaluation Methods

Yu Sun, Keyu Chen, Shujie Wang, Peiji Li, Qipeng Guo

InterrogateLLM: Zero-Resource Hallucination Detection in LLM-Generated Answers

Yakir Yehuda, Itzik Malkiel, Oren Barkan, Jonathan Weill, Royi Ronen

SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Kanzhi Cheng, Qiushi Sun, Yougang Chu, Fangzhi Xu, Li YanTao

Semi-Supervised Spoken Language Glossification

Huijie Yao, Wengang Zhou, Hao Zhou, Houqiang Li

Understanding Retrieval Robustness for Retrieval-augmented Image Captioning

Wenyan Li, Jiaang Li, Rita Ramos, Raphael Tang, Desmond Elliott

Hyperspherical Multi-Prototype with Optimal Transport for Event Argument Extraction

Guangjun Zhang, Hu Zhang, Yujie Wang, Ru Li, Hongye Tan

Reward-based Input Construction for Cross-document Relation Extraction

Byeonghu Na, Suhyeon Jo, Yeongmin Kim, Il-chul Moon

Multi-Aspect Controllable Text Generation with Disentangled Counterfactual Augmentation

Yi Liu, Xiangyu Liu, Xiangrong Zhu, Wei Hu

Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning

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

MM-SAP: A Comprehensive Benchmark for Assessing Self-Awareness of Multimodal Large Language Models in Perception

Yuhao Wang, Yusheng Liao, Heyang Liu, Hongcheng Liu, Yanfeng Wang

Text-like Encoding of Collaborative Information in Large Language Models for Recommendation

Yang Zhang, Keqin Bao, Ming Yan, Wenjie Wang, Fuli Feng

WatME: Towards Lossless Watermarking Through Lexical Redundancy

Liang Chen, Yatao Bian, Yang Deng, Deng Cai, Shuaiyi Li

Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning

Mayur Patidar, Riya Sawhney, Avinash Singh, Biswajit Chatterjee, Mausam .

Ex3: Automatic Novel Writing by Extracting, Excelsior and Expanding

Huang Lei, Jiaming Guo, Guanhua He, xishan zhang, Rui Zhang

Multimodal Table Understanding

Mingyu Zheng, Xinwei Feng, Qingyi Si, Qiaoqiao She, Zheng Lin

Revisiting Demonstration Selection Strategies in In-Context Learning

Keqin Peng, Liang Ding, Yancheng Yuan, Xuebo Liu, Min Zhang

Domain Adaptation for Subjective Induction Questions Answering on Products by Adversarial Disentangled Learning

Yufeng Zhang, Jianxing Yu, Yanghui Rao, Libin Zheng, Qinliang Su

Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination

Nakyeong Yang, Taegwan Kang, Stanley Jungkyu Choi, Honglak Lee, Kyomin Jung

M3AV: A Multimodal, Multigenre, and Multipurpose Audio-Visual Academic Lecture Dataset

Zhe Chen, Heyang Liu, Wenyi Yu, Guangzhi Sun, Hongcheng Liu

NaijaHate: Evaluating Hate Speech Detection on Nigerian Twitter Using Representative Data

Manuel Tonneau, Pedro Quinta De Castro, Karim Lasri, Ibrahim Farouq, Lakshmi Subramanian

Why Don’t Prompt-Based Fairness Metrics Correlate?

Abdelrahman Zayed, Gonçalo Mordido, Ioana Baldini, Sarath Chandar

Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models

Tianjie Ju, Yijin Chen, Xinwei Yuan, Zhuosheng Zhang, Wei Du

StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task Learning

Shaolei Zhang, Qingkai Fang, Shoutao Guo, Zhengrui Ma, Min Zhang

ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training

Le Zhuo, Zewen Chi, Minghao Xu, Heyan Huang, Jianan Zhao

TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space

Shaolei Zhang, Tian Yu, Yang Feng

I am a Strange Dataset: Metalinguistic Tests for Language Models

Tristan Thrush, Jared Moore, Miguel Monares, Christopher Potts, Douwe Kiela

Defending Large Language Models Against Jailbreaking Attacks Through Goal Prioritization

Zhexin Zhang, Junxiao Yang, Pei Ke, Fei Mi, Hongning Wang

Decoder-only Streaming Transformer for Simultaneous Translation

Shoutao Guo, Shaolei Zhang, Yang Feng

MC2: Towards Transparent and Culturally-Aware NLP for Minority Languages in China

Chen Zhang, Mingxu Tao, Quzhe Huang, Jiuheng Lin, Zhibin Chen

Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents

Shihan Deng, Weikai Xu, Hongda Sun, Wei Liu, Tao Tan

On the Multi-turn Instruction Following for Conversational Web Agents

Yang Deng, Xuan Zhang, Wenxuan Zhang, Yifei Yuan, See-Kiong Ng

ERA-CoT: Improving Chain-of-Thought through Entity Relationship Analysis

Yanming Liu, Xinyue Peng, Tianyu Du, Jianwei Yin, Weihao Liu

KnowCoder: Coding Structured Knowledge into LLMs for Universal Information Extraction

Zixuan Li, Yutao Zeng, Yuxin Zuo, Weicheng Ren, Wenxuan Liu

MetaSumPerceiver: Multimodal Multi-Document Evidence Summarization for Fact-Checking

Ting-Chih Chen, Chia-Wei Tang, Chris Thomas

Enhancing Dialogue State Tracking Models through LLM-backed User-Agents Simulation

Xingguang Wang, Xuxin Cheng, Juntong Song, Tong Zhang, Cheng Niu

Faithful Chart Summarization with ChaTS-Pi

Syrine Krichene, Francesco Piccinno, Fangyu Liu, Julian Eisenschlos

Large Language Models as Zero-shot Dialogue State Tracker through Function Calling

Zekun Li, Zhiyu Zoey Chen, Mike Ross, Patrick Huber, Seungwhan Moon

RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations

Jing Huang, Zhengxuan Wu, Christopher Potts, Mor Geva, Atticus Geiger

Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters

Yinghui Li, Zishan Xu, Shaoshen Chen, Haojing Huang, Yangning Li

Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards

Haoxiang Wang, Yong Lin, Wei Xiong, Rui Yang, SHIZHE DIAO

Towards Privacy-Aware Sign Language Translation at Scale

Phillip Rust, Bowen Shi, Skyler Wang, Necati Cihan Camgoz, Jean Maillard

OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models

Hainiu Xu, Runcong Zhao, Lixing Zhu, Jinhua Du, Yulan He

Parallel Structures in Pre-training Data Yield In-Context Learning

Yanda Chen, Chen Zhao, Zhou Yu, Kathleen McKeown, He He

Bypassing LLM Watermarks with Color-Aware Substitutions

Qilong Wu, Varun Chandrasekaran

DocLLM: A Layout-Aware Generative Language Model for Multimodal Document Understanding

Dongsheng Wang, Natraj Raman, Mathieu Sibue, Zhiqiang Ma, Petr Babkin

Speech language models lack important brain-relevant semantics

Subba Reddy Oota, Emin Çelik, Fatma Deniz, Mariya Toneva

Safety Alignment in NLP Tasks: Weakly Aligned Summarization as an In-Context Attack

Yu Fu, Yufei Li, Wen Xiao, Cong Liu, Yue Dong

BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction

Yinhao Bai, Yalan Xie, Xiaoyi Liu, Yuhua Zhao, Zhixin Han

FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence

Sebastian Joseph, Lily Chen, Jan Trienes, Hannah Göke, Monika Coers

Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals

Francesco Ortu, Zhijing Jin, Diego Doimo, Mrinmaya Sachan, Alberto Cazzaniga

Machine Unlearning of Pre-trained Large Language Models

Jin Yao, Eli Chien, Minxin Du, Xinyao Niu, Tianhao Wang

Label-Efficient Model Selection for Text Generation

Shir Ashury Tahan, Ariel Gera, Benjamin Sznajder, Leshem Choshen, Liat Ein-Dor

Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings

Yichen Jiang, Xiang Zhou, Mohit Bansal

Deciphering Hate: Identifying Hateful Memes and Their Targets

Eftekhar Hossain, Omar Sharif, Mohammed Moshiul Hoque, Sarah M. Preum

Direct Metric Optimization for Image Captioning through Reward-Weighted Augmented Data Utilization

Takumi Takada, Yuma Suzuki, Hiroki Takushima, Hayato Tanoue, Haruki Sato

BizBench: A Quantitative Reasoning Benchmark for Business and Finance

Michael Krumdick, Rik Koncel-Kedziorski, Viet Dac Lai, Varshini Reddy, Charles Lovering

Think Twice: Perspective-Taking Improves Large Language Models’ Theory-of-Mind Capabilities

Alex Wilf, Sihyun Lee, Paul Pu Liang, Louis-Philippe Morency

A Modular Approach for Multimodal Summarization of TV Shows

Louis Mahon, Mirella Lapata

Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RL

Yunseon Choi, Sangmin Bae, Seonghyun Ban, Minchan Jeong, Chuheng Zhang

Label-Synchronous Neural Transducer for E2E Simultaneous Speech Translation

Keqi Deng, Phil Woodland

Long Context is Not Long at All: A Prospector of Long-Dependency Data for Large Language Models

Longze Chen, Ziqiang Liu, Wanwei He, Yinhe Zheng, Hao Sun

M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought

Qiguang Chen, Libo Qin, Jin Zhang, Zhi Chen, Xiao Xu

Full Parameter Fine-tuning for Large Language Models with Limited Resources

Kai Lv, Yuqing Yang, Tengxiao Liu, Qipeng Guo, Xipeng Qiu

Revealing the Parametric Knowledge of Language Models: A Unified Framework for Attribution Methods

Haeun Yu, Pepa Atanasova, Isabelle Augenstein

Aligning Large Language Models for Controllable Recommendations

Wensheng Lu, Jianxun Lian, Wei Zhang, Guanghua Li, Mingyang Zhou

ANAH: Analytical Annotation of Hallucinations in Large Language Models

Ziwei Ji, Yuzhe Gu, Wenwei Zhang, Chengqi Lyu, Dahua Lin

Acquiring Clean Language Models from Backdoor Poisoned Datasets by Downscaling Frequency Space

Zongru Wu, Zhuosheng Zhang, Pengzhou Cheng, Gongshen Liu

Efficient OCR for Building a Diverse Digital History

Jacob Carlson, Tom Bryan, Melissa Dell

MemeGuard: An LLM and VLM-based Framework for Advancing Content Moderation via Meme Intervention

Prince Jha, Raghav Jain, Konika Mandal, Aman Chadha, Sriparna Saha

PokeMQA: Programmable knowledge editing for Multi-hop Question Answering

Hengrui Gu, Kaixiong Zhou, Xiaotian Han, Ninghao Liu, Ruobing Wang

Moûsai: Efficient Text-to-Music Diffusion Models

Flavio Schneider, Ojasv Kamal, Zhijing Jin, Bernhard Schölkopf

To be Continuous, or to be Discrete, Those are Bits of Questions

Yiran Wang, Masao Utiyama

Speech Sense Disambiguation: Tackling Homophone Ambiguity in End-to-End Speech Translation

Tengfei Yu, Xuebo Liu, Liang Ding, Kehai Chen, Dacheng Tao

LEMON: Reviving Stronger and Smaller LMs from Larger LMs with Linear Parameter Fusion

Yilong Chen, Junyuan Shang, Zhenyu Zhang, Shiyao Cui, Tingwen Liu

LLMEmbed: Rethinking Lightweight LLM’s Genuine Function in Text Classification

Chun Liu, Hongguang Zhang, Kainan Zhao, Xinghai Ju, Lin Yang

Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation

Haohao Luo, Yang Deng, Ying Shen, See-Kiong Ng, Tat-Seng Chua

Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion

Wei Cheng, Yuhan Wu, Wei Hu

Context-aware Difference Distilling for Multi-change Captioning

Yunbin Tu, Liang Li, Li Su, Zheng-Jun Zha, Chenggang Yan

SpikeVoice: High-Quality Text-to-Speech Via Efficient Spiking Neural Network

Kexin Wang, Jiahong Zhang, Yong Ren, Man Yao, Di Shang

NACL: A General and Effective KV Cache Eviction Framework for LLM at Inference Time

Yilong Chen, Guoxia Wang, Junyuan Shang, Shiyao Cui, Zhenyu Zhang

Analysing The Impact of Sequence Composition on Language Model Pre-Training

Yu Zhao, Yuanbin Qu, Konrad Staniszewski, Szymon Tworkowski, Wei Liu

STRUCTSUM Generation for Faster Text Comprehension

Parag Jain, Andreea Marzoca, Francesco Piccinno

Synthesizing Text-to-SQL Data from Weak and Strong LLMs

Jiaxi Yang, Binyuan Hui, Min Yang, Jian Yang, Junyang Lin

PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator

Chuyi Kong, Yaxin Fan, Xiang Wan, Feng Jiang, Benyou Wang

Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment

Keming Lu, Bowen Yu, Chang Zhou, Jingren Zhou

Text Embedding Inversion Security for Multilingual Language Models

Yiyi Chen, Heather Lent, Johannes Bjerva

Order-Agnostic Data Augmentation for Few-Shot Named Entity Recognition

Huiming Wang, Liying Cheng, Wenxuan Zhang, De Wen Soh, Lidong Bing

EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models

Rocktim Das, Simeon Hristov, Haonan Li, Dimitar Dimitrov, Ivan Koychev

MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs

Yavuz Faruk Bakman, Duygu Nur Yaldiz, Baturalp Buyukates, Chenyang Tao, Dimitrios Dimitriadis