NAACL 2024

1,282 papers

XferBench: a Data-Driven Benchmark for Emergent Language

Brendon Boldt, David Mortensen

Large Language Models Help Humans Verify Truthfulness – Except When They Are Convincingly Wrong

Chenglei Si, Navita Goyal, Tongshuang Wu, Chen Zhao, Shi Feng

Multi-Operational Mathematical Derivations in Latent Space

Marco Valentino, Jordan Meadows, Lan Zhang, Andre Freitas

OrchestraLLM: Efficient Orchestration of Language Models for Dialogue State Tracking

Chia-Hsuan Lee, Hao Cheng, Mari Ostendorf

IterAlign: Iterative Constitutional Alignment of Large Language Models

Xiusi Chen, Hongzhi Wen, Sreyashi Nag, Chen Luo, Qingyu Yin

COPAL-ID: Indonesian Language Reasoning with Local Culture and Nuances

Haryo Wibowo, Erland Fuadi, Made Nityasya, Radityo Eko Prasojo, Alham Aji

A Universal Dependencies Treebank for Highland Puebla Nahuatl

Robert Pugh, Francis Tyers

Fine-Tuning Language Models with Reward Learning on Policy

Hao Lang, Fei Huang, Yongbin Li

SEMQA: Semi-Extractive Multi-Source Question Answering

Tal Schuster, Adam Lelkes, Haitian Sun, Jai Gupta, Jonathan Berant

AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition

Zhaorun Chen, Zhuokai Zhao, Zhihong Zhu, Ruiqi Zhang, Xiang Li

Accurate Knowledge Distillation via n-best Reranking

Hendra Setiawan

Visual Grounding Helps Learn Word Meanings in Low-Data Regimes

Chengxu Zhuang, Evelina Fedorenko, Jacob Andreas

MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning

Fuxiao Liu, Xiaoyang Wang, Wenlin Yao, Jianshu Chen, Kaiqiang Song

S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Model

Fangyu Lei, Qian Liu, Yiming Huang, Shizhu He, Jun Zhao

E5: Zero-shot Hierarchical Table Analysis using Augmented LLMs via Explain, Extract, Execute, Exhibit and Extrapolate

Zhehao Zhang, Yan Gao, Jian-Guang Lou

Topics, Authors, and Institutions in Large Language Model Research: Trends from 17K arXiv Papers

Rajiv Movva, Sidhika Balachandar, Kenny Peng, Gabriel Agostini, Nikhil Garg

X-PARADE: Cross-Lingual Textual Entailment and Information Divergence across Paragraphs

Juan Rodriguez, Katrin Erk, Greg Durrett

Ensuring Safe and High-Quality Outputs: A Guideline Library Approach for Language Models

Yi Luo, Zhenghao Lin, Yuhao Zhang, Jiashuo Sun, CHEN LIN

TrojFSP: Trojan Insertion in Few-shot Prompt Tuning

Mengxin Zheng, Jiaqi Xue, Xun Chen, Yanshan Wang, Qian Lou

A Rationale-centric Counterfactual Data Augmentation Method for Cross-Document Event Coreference Resolution

Bowen Ding, Qingkai Min, Shengkun Ma, Yingjie Li, Linyi Yang

Language Models Hallucinate, but May Excel at Fact Verification

Jian Guan, Jesse Dodge, David Wadden, Minlie Huang, Hao Peng

“One-Size-Fits-All”? Examining Expectations around What Constitute “Fair” or “Good” NLG System Behaviors

Li Lucy, Su Lin Blodgett, Milad Shokouhi, Hanna Wallach, Alexandra Olteanu

On Large Language Models’ Hallucination with Regard to Known Facts

Che Jiang, Biqing Qi, Xiangyu Hong, Dayuan Fu, Yang Cheng

Corpus Considerations for Annotator Modeling and Scaling

Olufunke O. Sarumi, Béla Neuendorf, Joan Plepi, Lucie Flek, Jörg Schlötterer

In-context Learning and Gradient Descent Revisited

Gilad Deutch, Nadav Magar, Tomer Natan, Guy Dar

Navigation as Attackers Wish? Towards Building Robust Embodied Agents under Federated Learning

Yunchao Zhang, Zonglin Di, Kaiwen Zhou, Cihang Xie, Xin Wang

mEdIT: Multilingual Text Editing via Instruction Tuning

Vipul Raheja, Dimitris Alikaniotis, Vivek Kulkarni, Bashar Alhafni, Dhruv Kumar

CoUDA: Coherence Evaluation via Unified Data Augmentation

Dawei Zhu, Wenhao Wu, Yifan Song, Fangwei Zhu, Ziqiang Cao

MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning

Debrup Das, Debopriyo Banerjee, Somak Aditya, Ashish Kulkarni

Exploring Self-supervised Logic-enhanced Training for Large Language Models

Fangkai Jiao, Zhiyang Teng, Bosheng Ding, Zhengyuan Liu, Nancy Chen

A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning

Ruixin Hong, Hongming Zhang, Xinyu Pang, Dong Yu, Changshui Zhang

Unveiling the Generalization Power of Fine-Tuned Large Language Models

Haoran Yang, Yumeng Zhang, Jiaqi Xu, Hongyuan Lu, Pheng-Ann Heng

Neurocache: Efficient Vector Retrieval for Long-range Language Modeling

Ali Safaya, Deniz Yuret

Create! Don’t Repeat: A Paradigm Shift in Multi-Label Augmentation through Label Creative Generation

Letian Wang, Xianggen Liu, Jiancheng Lv

Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model

Cheng Qian, Chenyan Xiong, Zhenghao Liu, Zhiyuan Liu

Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems

Zhenpeng Su, Xing W, Wei Zhou, Guangyuan Ma, Songlin Hu

Assessing Factual Reliability of Large Language Model Knowledge

Weixuan Wang, Barry Haddow, Alexandra Birch, Wei Peng

BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings

Xianming Li, Jing Li

Think Before You Act: A Two-Stage Framework for Mitigating Gender Bias Towards Vision-Language Tasks

Yunqi Zhang, Songda Li, Chunyuan Deng, Luyi Wang, Hui Zhao

The taste of IPA: Towards open-vocabulary keyword spotting and forced alignment in any language

Jian Zhu, Changbing Yang, Farhan Samir, Jahurul Islam

KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning

Cong-Duy Nguyen, Thong Nguyen, Xiaobao Wu, Anh Tuan Luu

VertAttack: Taking Advantage of Text Classifiers’ Horizontal Vision

Jonathan Rusert

Two Heads are Better than One: Nested PoE for Robust Defense Against Multi-Backdoors

Victoria Graf, Qin Liu, Muhao Chen

An Examination of the Compositionality of Large Generative Vision-Language Models

Teli Ma, Rong Li, Junwei Liang

Language Agnostic Code Embeddings

Saiteja Utpala, Alex Gu, Pin-Yu Chen

InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions

Yifan Wang, Yafei Liu, Chufan Shi, Haoling Li, Chen Chen

R-Spin: Efficient Speaker and Noise-invariant Representation Learning with Acoustic Pieces

Heng-Jui Chang, James Glass

ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models

Zequan Liu, Jiawen Lyn, Wei Zhu, Xing Tian, Yvette Graham

PILOT: Legal Case Outcome Prediction with Case Law

Lang Cao, Zifeng Wang, Cao Xiao, Jimeng Sun

AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation

Haoyi Qiu, Kung-Hsiang Huang, Jingnong Qu, Nanyun Peng

Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles

Kung-Hsiang Huang, Philippe Laban, Alexander Fabbri, Prafulla Kumar Choubey, Shafiq Joty

Query-Efficient Textual Adversarial Example Generation for Black-Box Attacks

Zhen Yu, Zhenhua Chen, Kun He

DuRE: Dual Contrastive Self Training for Semi-Supervised Relation Extraction

Yuxi Feng, Laks Lakshmanan

FLAP: Flow-Adhering Planning with Constrained Decoding in LLMs

Shamik Roy, Sailik Sengupta, Daniele Bonadiman, Saab Mansour, Arshit Gupta

BookSQL: A Large Scale Text-to-SQL Dataset for Accounting Domain

Rahul Kumar, Amar Raja Dibbu, Shrutendra Harsola, Vignesh Subrahmaniam, Ashutosh Modi

From Shortcuts to Triggers: Backdoor Defense with Denoised PoE

Qin Liu, Fei Wang, Chaowei Xiao, Muhao Chen

Rethinking Tabular Data Understanding with Large Language Models

Tianyang Liu, Fei Wang, Muhao Chen

Simple and effective data augmentation for compositional generalization

Yuekun Yao, Alexander Koller

LLMs Are Few-Shot In-Context Low-Resource Language Learners

Samuel Cahyawijaya, Holy Lovenia, Pascale Fung

Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision

Seongyun Lee, Sue Hyun Park, Yongrae Jo, Minjoon Seo

SeaEval for Multilingual Foundation Models: From Cross-Lingual Alignment to Cultural Reasoning

Bin Wang, Zhengyuan Liu, Xin Huang, Fangkai Jiao, Yang Ding

DEMO: A Statistical Perspective for Efficient Image-Text Matching

Fan Zhang, Xian-Sheng Hua, Chong Chen, Xiao Luo

ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems

Jon Saad-Falcon, Omar Khattab, Christopher Potts, Matei Zaharia

kNN-ICL: Compositional Task-Oriented Parsing Generalization with Nearest Neighbor In-Context Learning

Wenting Zhao, Ye Liu, Yao Wan, Yibo Wang, Qingyang Wu

Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?

Kai Sun, Yifan Xu, Hanwen Zha, Yue Liu, Xin Luna Dong

Self-Prompting Large Language Models for Zero-Shot Open-Domain QA

Junlong Li, Jinyuan Wang, Zhuosheng Zhang, Hai Zhao

FPT: Feature Prompt Tuning for Few-shot Readability Assessment

Ziyang Wang, Sanwoo Lee, Hsiu-Yuan Huang, Yunfang Wu

Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

Zhenhailong Wang, Shaoguang Mao, Wenshan Wu, Tao Ge, Furu Wei

An Empirical Study of Consistency Regularization for End-to-End Speech-to-Text Translation

Pengzhi Gao, Ruiqing Zhang, Zhongjun He, Hua Wu, Haifeng Wang

Adaptive Rank Selections for Low-Rank Approximation of Language Models

Shangqian Gao, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin

Building Knowledge-Guided Lexica to Model Cultural Variation

Shreya Havaldar, Salvatore Giorgi, Sunny Rai, Thomas Talhelm, Sharath Chandra Guntuku

Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models

Yangyi Chen, Karan Sikka, Michael Cogswell, Heng Ji, Ajay Divakaran

Self-generated Replay Memories for Continual Neural Machine Translation

Michele Resta, Davide Bacciu

Extractive Summarization with Text Generator

Thang Le, Anh Tuan Luu

On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL

Yutong Shao, Ndapa Nakashole

Promptly Predicting Structures: The Return of Inference

Maitrey Mehta, Valentina Pyatkin, Vivek Srikumar

Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries

Seanie Lee, Jianpeng Cheng, Joris Driesen, Alexandru Coca, Anders Johannsen

TelME: Teacher-leading Multimodal Fusion Network for Emotion Recognition in Conversation

Taeyang Yun, Hyunkuk Lim, Jeonghwan Lee, Min Song

Assessing Logical Puzzle Solving in Large Language Models: Insights from a Minesweeper Case Study

Yinghao Li, Haorui Wang, Chao Zhang

An Interactive Framework for Profiling News Media Sources

Nikhil Mehta, Dan Goldwasser

Text Diffusion Model with Encoder-Decoder Transformers for Sequence-to-Sequence Generation

Hongyi Yuan, Zheng Yuan, Chuanqi Tan, Fei Huang, Songfang Huang

Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences

Hongyi Liu, Qingyun Wang, Payam Karisani, Heng Ji