ACL 2024

2,718 papers

Toward In-Context Teaching: Adapting Examples to Students’ Misconceptions

Alexis Ross, Jacob Andreas

HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs

Pranoy Panda, Ankush Agarwal, Chaitanya Devaguptapu, Manohar Kaul, Prathosh AP

Visualization Recommendation with Prompt-based Reprogramming of Large Language Models

Xinhang Li, Jingbo Zhou, Wei Chen, Derong Xu, Tong Xu

Word Matters: What Influences Domain Adaptation in Summarization?

Yinghao Li, Siyu Miao, Heyan Huang, Yang Gao

Context versus Prior Knowledge in Language Models

Kevin Du, Vésteinn Snæbjarnarson, Niklas Stoehr, Jennifer White, Aaron Schein

Bridging the Empirical-Theoretical Gap in Neural Network Formal Language Learning Using Minimum Description Length

Nur Lan, Emmanuel Chemla, Roni Katzir

Document-Level Machine Translation with Large-Scale Public Parallel Corpora

Proyag Pal, Alexandra Birch, Kenneth Heafield

Beyond Orthography: Automatic Recovery of Short Vowels and Dialectal Sounds in Arabic

Yassine El Kheir, Hamdy Mubarak, Ahmed Ali, Shammur Chowdhury

Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation

Jan Cegin, Branislav Pecher, Jakub Simko, Ivan Srba, Maria Bielikova

When Phrases Meet Probabilities: Enabling Open Relation Extraction with Cooperating Large Language Models

Jiaxin Wang, Lingling Zhang, Wee Sun Lee, Yujie Zhong, Liwei Kang

From Sights to Insights: Towards Summarization of Multimodal Clinical Documents

Akash Ghosh, Mohit Singh Tomar, Abhisek Tiwari, Sriparna Saha, Jatin Avinash Salve

Symbol-LLM: Towards Foundational Symbol-centric Interface For Large Language Models

Fangzhi Xu, Zhiyong Wu, Qiushi Sun, Siyu Ren, Fei Yuan

Small But Funny: A Feedback-Driven Approach to Humor Distillation

Sahithya Ravi, Patrick Huber, Akshat Shrivastava, Vered Shwartz, Arash Einolghozati

LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments

Junzhe Chen, Xuming Hu, Shuodi Liu, Shiyu Huang, Wei-Wei Tu

CritiqueLLM: Towards an Informative Critique Generation Model for Evaluation of Large Language Model Generation

Pei Ke, Bosi Wen, Andrew Feng, Xiao Liu, Xuanyu Lei

Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?

Zhaochen Su, Juntao Li, Jun Zhang, Tong Zhu, Xiaoye Qu

DRAGIN: Dynamic Retrieval Augmented Generation based on the Real-time Information Needs of Large Language Models

Weihang Su, Yichen Tang, Qingyao Ai, Zhijing Wu, Yiqun Liu

Learning to Decode Collaboratively with Multiple Language Models

Zejiang Shen, Hunter Lang, bailin wang, Yoon Kim, David Sontag

Generalizability of Mixture of Domain-Specific Adapters from the Lens of Signed Weight Directions and its Application to Effective Model Pruning

Tuc Nguyen, Thai Le

XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts

Yifeng Ding, Jiawei Liu, Yuxiang Wei, LINGMING ZHANG

SOTOPIA-π: Interactive Learning of Socially Intelligent Language Agents

Ruiyi Wang, Haofei Yu, Wenxin Zhang, Zhengyang Qi, Maarten Sap

XLAVS-R: Cross-Lingual Audio-Visual Speech Representation Learning for Noise-Robust Speech Perception

HyoJung Han, Mohamed Anwar, Juan Pino, Wei-Ning Hsu, Marine Carpuat

Harder Task Needs More Experts: Dynamic Routing in MoE Models

Quzhe Huang, Zhenwei An, Nan Zhuang, Mingxu Tao, Chen Zhang

LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks

Hanqing Wang, Bowen Ping, Shuo Wang, Xu Han, Yun Chen

API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs

Kinjal Basu, Ibrahim Abdelaziz, Subhajit Chaudhury, Soham Dan, Maxwell Crouse

FinanceMATH: Knowledge-Intensive Math Reasoning in Finance Domains

Yilun Zhao, Hongjun Liu, Yitao Long, Rui Zhang, Chen Zhao

TaPERA: Enhancing Faithfulness and Interpretability in Long-Form Table QA by Content Planning and Execution-based Reasoning

Yilun Zhao, Lyuhao Chen, Arman Cohan, Chen Zhao

Cheetah: Natural Language Generation for 517 African Languages

Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed

Generating Coherent Sequences of Visual Illustrations for Real-World Manual Tasks

João Bordalo, Vasco Ramos, Rodrigo Valério, Diogo Glória-Silva, Yonatan Bitton

Peacock: A Family of Arabic Multimodal Large Language Models and Benchmarks

Fakhraddin Alwajih, El Moatez Billah Nagoudi, Gagan Bhatia, Abdelrahman Mohamed, Muhammad Abdul-Mageed

GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly Reviews

Maxime DARRIN, Ines Arous, Pablo Piantanida, Jackie Cheung

EUROPA: A Legal Multilingual Keyphrase Generation Dataset

Olivier Salaün, Frédéric Piedboeuf, Guillaume Le Berre, David Alfonso-hermelo, Philippe Langlais

COSMIC: Mutual Information for Task-Agnostic Summarization Evaluation

Maxime DARRIN, Philippe FORMONT, Jackie Cheung, Pablo Piantanida

Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMs

Zhiwei Cao, Qian Cao, Yu Lu, Ningxin Peng, Luyang Huang

A Community-Centric Perspective for Characterizing and Detecting Anti-Asian Violence-Provoking Speech

Gaurav Verma, Rynaa Grover, Jiawei Zhou, Binny Mathew, Jordan Kraemer

ActionIE: Action Extraction from Scientific Literature with Programming Languages

Xianrui Zhong, Yufeng Du, Siru Ouyang, Ming Zhong, Tingfeng Luo

Classist Tools: Social Class Correlates with Performance in NLP

Amanda Cercas Curry, Giuseppe Attanasio, Zeerak Talat, Dirk Hovy

LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Mostafa Elhoushi, Akshat Shrivastava, Diana Liskovich, Basil Hosmer, Bram Wasti

To Distill or Not to Distill? On the Robustness of Robust Knowledge Distillation

Abdul Waheed, Karima Kadaoui, Muhammad Abdul-Mageed

Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Muhammad Maaz, Hanoona Rasheed, Salman Khan, Fahad Khan

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Keivan Alizadeh, Seyed Iman Mirzadeh, Dmitry Belenko, S. Khatamifard, Minsik Cho

Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends

Sanjana Ramprasad, Elisa Ferracane, Zachary Lipton

On the Representational Capacity of Neural Language Models with Chain-of-Thought Reasoning

Franz Nowak, Anej Svete, Alexandra Butoi, Ryan Cotterell

Silent Signals, Loud Impact: LLMs for Word-Sense Disambiguation of Coded Dog Whistles

Julia Kruk, Michela Marchini, Rijul Magu, Caleb Ziems, David Muchlinski

RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text Detectors

Liam Dugan, Alyssa Hwang, Filip Trhlík, Andrew Zhu, Josh Magnus Ludan

VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild

Puyuan Peng, Po-Yao Huang, Shang-Wen Li, Abdelrahman Mohamed, David Harwath

More Victories, Less Cooperation: Assessing Cicero’s Diplomacy Play

Wichayaporn Wongkamjan, Feng Gu, Yanze Wang, Ulf Hermjakob, Jonathan May

Investigating Cultural Alignment of Large Language Models

Badr AlKhamissi, Muhammad ElNokrashy, Mai Alkhamissi, Mona Diab

Agent Lumos: Unified and Modular Training for Open-Source Language Agents

Da Yin, Faeze Brahman, Abhilasha Ravichander, Khyathi Chandu, Kai-Wei Chang

What Do Language Models Learn in Context? The Structured Task Hypothesis.

Jiaoda Li, Yifan Hou, Mrinmaya Sachan, Ryan Cotterell

Transferable and Efficient Non-Factual Content Detection via Probe Training with Offline Consistency Checking

Xiaokang Zhang, Zijun Yao, Jing Zhang, Kaifeng Yun, Jifan Yu

ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation

Akshita Jha, Vinodkumar Prabhakaran, Remi Denton, Sarah Laszlo, Shachi Dave

Structured Tree Alignment for Evaluation of (Speech) Constituency Parsing

Freda Shi, Kevin Gimpel, Karen Livescu

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs

Elan Markowitz, Anil Ramakrishna, Jwala Dhamala, Ninareh Mehrabi, Charith Peris

Tree Transformer’s Disambiguation Ability of Prepositional Phrase Attachment and Garden Path Effects

Lingling Zhou, Suzan Verberne, Gijs Wijnholds

VIEScore: Towards Explainable Metrics for Conditional Image Synthesis Evaluation

Max Ku, Dongfu Jiang, Cong Wei, Xiang Yue, Wenhu Chen

Back to Basics: Revisiting REINFORCE-Style Optimization for Learning from Human Feedback in LLMs

Arash Ahmadian, Chris Cremer, Matthias Gallé, Marzieh Fadaee, Julia Kreutzer

Search-Adaptor: Embedding Customization for Information Retrieval

Jinsung Yoon, Yanfei Chen, Sercan Arik, Tomas Pfister

Multipath parsing in the brain

Berta Franzluebbers, Donald Dunagan, Miloš Stanojević, Jan Buys, John Hale

AutoDSL: Automated domain-specific language design for structural representation of procedures with constraints

Yu-Zhe Shi, Haofei Hou, Zhangqian Bi, Fanxu Meng, Xiang Wei

VisDiaHalBench: A Visual Dialogue Benchmark For Diagnosing Hallucination in Large Vision-Language Models

Qingxing Cao, Junhao Cheng, Xiaodan Liang, Liang Lin

A Joint Coreference-Aware Approach to Document-Level Target Sentiment Analysis

Hongjie Cai, Heqing Ma, Jianfei Yu, Rui Xia

LANDeRMT: Dectecting and Routing Language-Aware Neurons for Selectively Finetuning LLMs to Machine Translation

Shaolin Zhu, Leiyu Pan, Bo Li, Deyi Xiong

One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation

Tejpalsingh Siledar, Swaroop Nath, Sankara Muddu, Rupasai Rangaraju, Swaprava Nath

Generating and Evaluating Plausible Explanations for Knowledge Graph Completion

Antonio Di Mauro, Zhao Xu, Wiem Ben Rim, Timo Sztyler, Carolin Lawrence

Don’t Rank, Combine! Combining Machine Translation Hypotheses Using Quality Estimation

Giorgos Vernikos, Andrei Popescu-Belis

Don’t Go To Extremes: Revealing the Excessive Sensitivity and Calibration Limitations of LLMs in Implicit Hate Speech Detection

Min Zhang, Jianfeng He, Taoran Ji, Chang-Tien Lu

Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation

Zdeněk Kasner, Ondřej Dušek

GunStance: Stance Detection for Gun Control and Gun Regulation

Nikesh Gyawali, Iustin Sirbu, Tiberiu Sosea, Sarthak Khanal, Doina Caragea

mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models

Huiyuan Lai, Malvina Nissim

Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models

Weihong Zhong, Xiaocheng Feng, Liang Zhao, Qiming Li, Lei Huang

LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction

Hanzhang Zhou, Junlang Qian, Zijian Feng, Lu Hui, Zixiao Zhu

PairCFR: Enhancing Model Training on Paired Counterfactually Augmented Data through Contrastive Learning

Xiaoqi Qiu, Yongjie Wang, Xu Guo, Zhiwei Zeng, Yu Yue

Document-level Claim Extraction and Decontextualisation for Fact-Checking

Zhenyun Deng, Michael Schlichtkrull, Andreas Vlachos

UltraLink: An Open-Source Knowledge-Enhanced Multilingual Supervised Fine-tuning Dataset

Haoyu Wang, Shuo Wang, Yukun Yan, Xujia Wang, Zhiyu Yang

Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning

Tianduo Wang, Shichen Li, Wei Lu

Improving Text Embeddings with Large Language Models

Liang Wang, Nan Yang, Xiaolong Huang, Linjun Yang, Rangan Majumder

Learning to Generate Answers with Citations via Factual Consistency Models

Rami Aly, Zhiqiang Tang, Samson Tan, George Karypis

Self-Training with Pseudo-Label Scorer for Aspect Sentiment Quad Prediction

Yice Zhang, Jie Zeng, Weiming Hu, Ziyi Wang, Shiwei Chen

Generative Cross-Modal Retrieval: Memorizing Images in Multimodal Language Models for Retrieval and Beyond

Yongqi Li, Wenjie Wang, Leigang Qu, Liqiang Nie, Wenjie Li

CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent Evaluation

Quan Tu, Shilong Fan, Zihang Tian, Tianhao Shen, Shuo Shang

Can Large Language Models Interpret Noun-Noun Compounds? A Linguistically-Motivated Study on Lexicalized and Novel Compounds

Giulia Rambelli, Emmanuele Chersoni, Claudia Collacciani, Marianna Bolognesi

Quantifying Generalizations: Exploring the Divide Between Human and LLMs’ Sensitivity to Quantification

Claudia Collacciani, Giulia Rambelli, Marianna Bolognesi

More frequent verbs are associated with more diverse valency frames: Efficient principles at the lexicon-grammar interface

Siyu Tao, Lucia Donatelli, Michael Hahn

Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation

Xinglin Wang, Yiwei Li, Shaoxiong Feng, Peiwen Yuan, Boyuan Pan

Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Zihao Yue, Liang Zhang, Qin Jin

How to Engage your Readers? Generating Guiding Questions to Promote Active Reading

Peng Cui, Vilém Zouhar, Xiaoyu Zhang, Mrinmaya Sachan

Enhancing Explainable Rating Prediction through Annotated Macro Concepts

Huachi Zhou, Shuang Zhou, Hao Chen, Ninghao Liu, Fan Yang

An Entropy-based Text Watermarking Detection Method

Yijian Lu, Aiwei Liu, Dianzhi Yu, Jingjing Li, Irwin King

Learning Task Decomposition to Assist Humans in Competitive Programming

Jiaxin Wen, Ruiqi Zhong, Pei Ke, Zhihong Shao, Hongning Wang

Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques

Anar Yeginbergen, Maite Oronoz, Rodrigo Agerri

Cross-Lingual Knowledge Editing in Large Language Models

Jiaan Wang, Yunlong Liang, Zengkui Sun, Yuxuan Cao, Jiarong Xu

DoRA: Enhancing Parameter-Efficient Fine-Tuning with Dynamic Rank Distribution

Yulong Mao, Kaiyu Huang, Changhao Guan, Ganglin Bao, Fengran Mo

SAPT: A Shared Attention Framework for Parameter-Efficient Continual Learning of Large Language Models

Weixiang Zhao, Shilong Wang, Yulin Hu, Yanyan Zhao, Bing Qin

AlignBench: Benchmarking Chinese Alignment of Large Language Models

Xiao Liu, Xuanyu Lei, Shengyuan Wang, Yue Huang, Andrew Feng

ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition

Lu Ye, Ze Tao, Yong Huang, Yang Li

Split and Rephrase with Large Language Models

David Ponce, Thierry Etchegoyhen, Jesús Calleja, Harritxu Gete

Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks

Anwoy Chatterjee, Eshaan Tanwar, Subhabrata Dutta, Tanmoy Chakraborty

Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning

Shivalika Singh, Freddie Vargus, Daniel D’souza, Börje F. Karlsson, Abinaya Mahendiran

JumpCoder: Go Beyond Autoregressive Coder via Online Modification

Mouxiang Chen, Hao Tian, Zhongxin Liu, Xiaoxue Ren, Jianling Sun