EMNLP 2023

2,732 papers

Exploring Large Language Models for Multi-Modal Out-of-Distribution Detection

Yi Dai, Hao Lang, Kaisheng Zeng, Fei Huang, Yongbin Li

CoEdIT: Text Editing by Task-Specific Instruction Tuning

Vipul Raheja, Dhruv Kumar, Ryan Koo, Dongyeop Kang

The Cost of Compression: Investigating the Impact of Compression on Parametric Knowledge in Language Models

Satya Sai Srinath Namburi, Makesh Sreedhar, Srinath Srinivasan, Frederic Sala

Is Probing All You Need? Indicator Tasks as an Alternative to Probing Embedding Spaces

Tal Levy, Omer Goldman, Reut Tsarfaty

ClozEx: A Task toward Generation of English Cloze Explanation

Zizheng Zhang, Masato Mita, Mamoru Komachi

Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization

Shoujie Tong, Heming Xia, Damai Dai, Runxin Xu, Tianyu Liu

Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs

Jiefeng Chen, Jinsung Yoon, Sayna Ebrahimi, Sercan Arik, Tomas Pfister

DocTrack: A Visually-Rich Document Dataset Really Aligned with Human Eye Movement for Machine Reading

Hao Wang, Qingxuan Wang, Yue Li, Changqing Wang, Chenhui Chu

MPrompt: Exploring Multi-level Prompt Tuning for Machine Reading Comprehension

Guoxin Chen, Yiming Qian, Bowen Wang, Liangzhi Li

Non-Compositionality in Sentiment: New Data and Analyses

Verna Dankers, Christopher Lucas

Time-Considerable Dialogue Models via Reranking by Time Dependency

Yuiko Tsunomori, Masakazu Ishihata, Hiroaki Sugiyama

Robustness Tests for Automatic Machine Translation Metrics with Adversarial Attacks

Yichen Huang, Timothy Baldwin

Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models

Luiza Pozzobon, Beyza Ermis, Patrick Lewis, Sara Hooker

impact of sample selection on in-context learning for entity extraction from scientific writing

Necva Bölücü, Maciej Rybinski, Stephen Wan

CodeTransOcean: A Comprehensive Multilingual Benchmark for Code Translation

Weixiang Yan, Yuchen Tian, Yunzhe Li, Qian Chen, Wen Wang

PlugMed: Improving Specificity in Patient-Centered Medical Dialogue Generation using In-Context Learning

Chengfeng Dou, Zhi Jin, Wenpin Jiao, Haiyan Zhao, Yongqiang Zhao

InteMATs: Integrating Granularity-Specific Multilingual Adapters for Cross-Lingual Transfer

Meizhen Liu, Xu Guo, He Jiakai, Jianye Chen, Fengyu Zhou

Active Learning Principles for In-Context Learning with Large Language Models

Katerina Margatina, Timo Schick, Nikolaos Aletras, Jane Dwivedi-Yu

Improving Neural Machine Translation by Multi-Knowledge Integration with Prompting

Ke Wang, jun xie, Yuqi Zhang, Yu Zhao

A Critical Analysis of Document Out-of-Distribution Detection

Jiuxiang Gu, Yifei Ming, Yi Zhou, Jason Kuen, Vlad Morariu

TRAMS: Training-free Memory Selection for Long-range Language Modeling

Haofei Yu, Cunxiang Wang, Yue Zhang, Wei Bi

CCIM: Cross-modal Cross-lingual Interactive Image Translation

Cong Ma, Yaping Zhang, Mei Tu, Yang Zhao, Yu Zhou

Bayesian Multi-Task Transfer Learning for Soft Prompt Tuning

Haeju Lee, Minchan Jeong, Se-Young Yun, Kee-eung Kim

Bipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders

Qianren Mao, Shaobo Zhao, Jiarui Li, Xiaolei Gu, Shizhu He

Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis

Jianqiao Lu, Wenyong Huang, Nianzu Zheng, Xingshan Zeng, Yu Yeung

Is ChatGPT a Good Multi-Party Conversation Solver?

Chao-Hong Tan, Jia-Chen Gu, Zhen-Hua Ling

Controllable Chest X-Ray Report Generation from Longitudinal Representations

Francesco Dalla Serra, Chaoyang Wang, Fani Deligianni, Jeff Dalton, Alison O’Neil

Intuitive Multilingual Audio-Visual Speech Recognition with a Single-Trained Model

Joanna Hong, Se Park, Yong Ro

FaLA: Fast Linear Adaptation for Replacing Backbone Models on Edge Devices

Shuo Huang, Lizhen Qu, Xingliang Yuan, Chunyang Chen

Medical Text Simplification: Optimizing for Readability with Unlikelihood Training and Reranked Beam Search Decoding

Lorenzo Jaime Flores, Heyuan Huang, Kejian Shi, Sophie Chheang, Arman Cohan

Long-Range Language Modeling with Selective Cache

Xinting Huang, Nora Hollenstein

Exploiting Emotion-Semantic Correlations for Empathetic Response Generation

Zhou Yang, Zhaochun Ren, Wang Yufeng, Xiaofei Zhu, Zhihao Chen

Complex Event Schema Induction with Knowledge-Enriched Diffusion Model

Yupu Hao, Pengfei Cao, Yubo Chen, Kang Liu, Jiexin Xu

On the Zero-Shot Generalization of Machine-Generated Text Detectors

Xiao Pu, Jingyu Zhang, Xiaochuang Han, Yulia Tsvetkov, Tianxing He

SDOH-NLI: a Dataset for Inferring Social Determinants of Health from Clinical Notes

Adam Lelkes, Eric Loreaux, Tal Schuster, Ming-Jun Chen, Alvin Rajkomar

The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation

Dung Nguyen, Le Nam, Anh Dau, Anh Nguyen, Khanh Nghiem

Improving Contrastive Learning of Sentence Embeddings with Focal InfoNCE

Pengyue Hou, Xingyu Li

Retrieving Multimodal Information for Augmented Generation: A Survey

Ruochen Zhao, Hailin Chen, Weishi Wang, Fangkai Jiao, Xuan Long Do

Dior-CVAE: Pre-trained Language Models and Diffusion Priors for Variational Dialog Generation

Tianyu Yang, Thy Thy Tran, Iryna Gurevych

Mind the Gap: Automated Corpus Creation for Enthymeme Detection and Reconstruction in Learner Arguments

Maja Stahl, Nick Düsterhus, Mei-Hua Chen, Henning Wachsmuth

ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation

Zi Lin, Zihan Wang, Yongqi Tong, Yangkun Wang, Yuxin Guo

ZARA: Improving Few-Shot Self-Rationalization for Small Language Models

Wei-Lin Chen, An-Zi Yen, Cheng-Kuang Wu, Hen-Hsen Huang, Hsin-Hsi Chen

LDM2: A Large Decision Model Imitating Human Cognition with Dynamic Memory Enhancement

Xingjin Wang, Linjing Li, Daniel Zeng

Modeling Highlighting of Metaphors in Multitask Contrastive Learning Paradigms

Meghdut Sengupta, Milad Alshomary, Ingrid Scharlau, Henning Wachsmuth

Automatic Evaluation of Attribution by Large Language Models

Xiang Yue, Boshi Wang, Ziru Chen, Kai Zhang, Yu Su

More than Votes? Voting and Language based Partisanship in the US Supreme Court

Biaoyan Fang, Trevor Cohn, Timothy Baldwin, Lea Frermann

RobustEmbed: Robust Sentence Embeddings Using Self-Supervised Contrastive Pre-Training

Javad Asl, Eduardo Blanco, Daniel Takabi

LATENTLOGIC: Learning Logic Rules in Latent Space over Knowledge Graphs

Junnan Liu, Qianren Mao, Chenghua Lin, Yangqiu Song, Jianxin Li

MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic

Damien Sileo, Antoine Lernould

That was the last straw, we need more: Are Translation Systems Sensitive to Disambiguating Context?

Jaechan Lee, Alisa Liu, Orevaoghene Ahia, Hila Gonen, Noah Smith

MUX-PLMs: Data Multiplexing for High-throughput Language Models

Vishvak Murahari, Ameet Deshpande, Carlos Jimenez, Izhak Shafran, Mingqiu Wang

Verb Conjugation in Transformers Is Determined by Linear Encodings of Subject Number

Sophie Hao, Tal Linzen

Statistically Profiling Biases in Natural Language Reasoning Datasets and Models

Shanshan Huang, Kenny Zhu

Text-guided 3D Human Generation from 2D Collections

Tsu-Jui Fu, Wenhan Xiong, Yixin Nie, Jingyu Liu, Barlas Oguz

A Framework for Bidirectional Decoding: Case Study in Morphological Inflection

Marc Canby, Julia Hockenmaier

Reasoning about Ambiguous Definite Descriptions

Stefan Schouten, Peter Bloem, Ilia Markov, Piek Vossen

Toxicity, Morality, and Speech Act Guided Stance Detection

Apoorva Upadhyaya, Marco Fisichella, Wolfgang Nejdl

Length-Adaptive Distillation: Customizing Small Language Model for Dynamic Token Pruning

Chang Liu, Chongyang Tao, Jianxin Liang, Jiazhan Feng, Tao Shen

HPE: Answering Complex Questions over Text by Hybrid Question Parsing and Execution

Ye Liu, Semih Yavuz, Rui Meng, Dragomir Radev, Caiming Xiong

MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent Space

Hanxing Ding, Liang Pang, Zihao Wei, Huawei Shen, Xueqi Cheng

The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech Translation

Mutian He, Philip Garner

Frugal Prompting for Dialog Models

Bishal Santra, Sakya Basak, Abhinandan De, Manish Gupta, Pawan Goyal

Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition

Xiaoshuai Song, Yutao Mou, Keqing He, Yueyan Qiu, Jinxu Zhao

Transparency at the Source: Evaluating and Interpreting Language Models With Access to the True Distribution

Jaap Jumelet, Willem Zuidema

Information Extraction from Legal Wills: How Well Does GPT-4 Do?

Alice Kwak, Cheonkam Jeong, Gaetano Forte, Derek Bambauer, Clayton Morrison

Non-compositional Expression Generation Based on Curriculum Learning and Continual Learning

Jianing Zhou, Ziheng Zeng, Hongyu Gong, Suma Bhat

Measuring the Knowledge Acquisition-Utilization Gap in Pretrained Language Models

Amirhossein Kazemnejad, Mehdi Rezagholizadeh, Prasanna Parthasarathi, Sarath Chandar

Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting

Zhiyu Chen, Yujie Lu, William Wang

HadSkip: Homotopic and Adaptive Layer Skipping of Pre-trained Language Models for Efficient Inference

Haoyu Wang, Yaqing Wang, Tianci Liu, Tuo Zhao, Jing Gao

Narrative Style and the Spread of Health Misinformation on Twitter

Achyutarama Ganti, Eslam Ali Hassan Hussein, Steven Wilson, Zexin Ma, Xinyan Zhao

Towards Zero-shot Relation Extraction in Web Mining: A Multimodal Approach with Relative XML Path

Zilong Wang, Jingbo Shang

FREDSum: A Dialogue Summarization Corpus for French Political Debates

Virgile Rennard, Guokan Shang, Damien Grari, Julie Hunter, Michalis Vazirgiannis

Women Wearing Lipstick: Measuring the Bias Between an Object and Its Related Gender

Ahmed Sabir, Lluís Padró

Large Language Models are Not Yet Human-Level Evaluators for Abstractive Summarization

Chenhui Shen, Liying Cheng, Xuan-Phi Nguyen, Yang You, Lidong Bing

Non-Autoregressive Sentence Ordering

Yi Bin, Wenhao Shi, Bin Ji, Jipeng Zhang, Yujuan Ding

Joint Semantic and Strategy Matching for Persuasive Dialogue

Chuhao Jin, Yutao Zhu, Lingzhen Kong, Shijie Li, Xiao Zhang

Descriptive Prompt Paraphrasing for Target-Oriented Multimodal Sentiment Classification

Dan Liu, Lin Li, Xiaohui Tao, Jian Cui, Qing Xie

Using LLM for Improving Key Event Discovery: Temporal-Guided News Stream Clustering with Event Summaries

Nishanth Nakshatri, Siyi Liu, Sihao Chen, Dan Roth, Dan Goldwasser

Chain-of-Thought Embeddings for Stance Detection on Social Media

Joseph Gatto, Omar Sharif, Sarah M. Preum

Multi-step Jailbreaking Privacy Attacks on ChatGPT

Haoran Li, Dadi Guo, Wei Fan, Mingshi Xu, Jie Huang

Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysis

Daniela Teodorescu, Saif Mohammad

Debiasing Multimodal Models via Causal Information Minimization

Vaidehi Patil, Adyasha Maharana, Mohit Bansal

An Empirical Study of Instruction-tuning Large Language Models in Chinese

Qingyi Si, Tong Wang, Zheng Lin, Xu Zhang, Yanan Cao

ECHo: A Visio-Linguistic Dataset for Event Causality Inference via Human-Centric Reasoning

Yuxi Xie, Guanzhen Li, Min-Yen Kan

Definitions Matter: Guiding GPT for Multi-label Classification

Youri Peskine, Damir Korencic, Ivan Grubišić, Paolo Papotti, Raphael Troncy

Hallucination Detection for Grounded Instruction Generation

Lingjun Zhao, Khanh Nguyen, Hal Daume III

InstructExcel: A Benchmark for Natural Language Instruction in Excel

Justin Payan, Swaroop Mishra, Mukul Singh, Carina Negreanu, Christian Poelitz

Comparing the Evaluation and Production of Loophole Behavior in Humans and Large Language Models

Sonia Murthy, Kiera Parece, Sophie Bridgers, Peng Qian, Tomer Ullman

KAPALM: Knowledge grAPh enhAnced Language Models for Fake News Detection

Jing Ma, Chen Chen, Chunyan Hou, Xiaojie Yuan

GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence

Zhihua Wen, Zhiliang Tian, Wei Wu, Yuxin Yang, Yanqi Shi

Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models

Sean Xie, Soroush Vosoughi, Saeed Hassanpour

Generative Emotion Cause Triplet Extraction in Conversations with Commonsense Knowledge

Fanfan Wang, Jianfei Yu, Rui Xia

2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition

Jiasheng Zhang, Xikai Liu, Xinyi Lai, Yan Gao, Shusen Wang

APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection

Pei Wang, Keqing He, Yutao Mou, Xiaoshuai Song, Yanan Wu

Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation

Heming Xia, Tao Ge, Peiyi Wang, Si-Qing Chen, Furu Wei

A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection

Shiping Yang, Renliang Sun, Xiaojun Wan

Low-Resource Comparative Opinion Quintuple Extraction by Data Augmentation with Prompting

Qingting Xu, Yu Hong, Fubang Zhao, Kaisong Song, Yangyang Kang

Answer-state Recurrent Relational Network (AsRRN) for Constructed Response Assessment and Feedback Grouping

Zhaohui Li, Susan Lloyd, Matthew Beckman, Rebecca Passonneau

Adaptive Hinge Balance Loss for Document-Level Relation Extraction

Jize Wang, Xinyi Le, Xiaodi Peng, Cailian Chen

IndiSocialFT: Multilingual Word Representation for Indian languages in code-mixed environment

Saurabh Kumar, Ranbir Sanasam, Sukumar Nandi