EMNLP 2023

2,732 papers

MaNtLE: Model-agnostic Natural Language Explainer

Rakesh Menon, Kerem Zaman, Shashank Srivastava

Skill-Based Few-Shot Selection for In-Context Learning

Shengnan An, Bo Zhou, Zeqi Lin, Qiang Fu, Bei Chen

ByteSized32: A Corpus and Challenge Task for Generating Task-Specific World Models Expressed as Text Games

Ruoyao Wang, Graham Todd, Xingdi Yuan, Ziang Xiao, Marc-Alexandre Côté

FOCUS: Effective Embedding Initialization for Monolingual Specialization of Multilingual Models

Konstantin Dobler, Gerard de Melo

Characterizing and Verifying Scientific Claims: Qualitative Causal Structure is All You Need

Jinxuan Wu, Wenhan Chao, Xian Zhou, Zhunchen Luo

An Exploration of Left-Corner Transformations

Andreas Opedal, Eleftheria Tsipidi, Tiago Pimentel, Ryan Cotterell, Tim Vieira

EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification

Yingjie Zhu, Jiasheng Si, Yibo Zhao, Haiyang Zhu, Deyu Zhou

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

ViStruct: Visual Structural Knowledge Extraction via Curriculum Guided Code-Vision Representation

Yangyi Chen, Xingyao Wang, Manling Li, Derek Hoiem, Heng Ji

PALS: Personalized Active Learning for Subjective Tasks in NLP

Kamil Kanclerz, Konrad Karanowski, Julita Bielaniewicz, Marcin Gruza, Piotr Miłkowski

To Build Our Future, We Must Know Our Past: Contextualizing Paradigm Shifts in Natural Language Processing

Sireesh Gururaja, Amanda Bertsch, Clara Na, David Widder, Emma Strubell

BLESS: Benchmarking Large Language Models on Sentence Simplification

Tannon Kew, Alison Chi, Laura Vásquez-Rodríguez, Sweta Agrawal, Dennis Aumiller

NameGuess: Column Name Expansion for Tabular Data

Jiani Zhang, Zhengyuan Shen, Balasubramaniam Srinivasan, Shen Wang, Huzefa Rangwala

COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation

Nan Wang, Qifan Wang, Yi-Chia Wang, Maziar Sanjabi, Jingzhou Liu

How do languages influence each other? Studying cross-lingual data sharing during LM fine-tuning

Rochelle Choenni, Dan Garrette, Ekaterina Shutova

Semantic Space Grounded Weighted Decoding for Multi-Attribute Controllable Dialogue Generation

Zhiling Zhang, Mengyue Wu, Kenny Zhu

A Scalable Framework for Table of Contents Extraction from Complex ESG Annual Reports

Xinyu Wang, Lin Gui, Yulan He

Natural Language Decompositions of Implicit Content Enable Better Text Representations

Alexander Hoyle, Rupak Sarkar, Pranav Goel, Philip Resnik

Character-LLM: A Trainable Agent for Role-Playing

Yunfan Shao, Linyang Li, Junqi Dai, Xipeng Qiu

XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language Models

Davis Liang, Hila Gonen, Yuning Mao, Rui Hou, Naman Goyal

Reconstruct Before Summarize: An Efficient Two-Step Framework for Condensing and Summarizing Meeting Transcripts

Haochen Tan, Han Wu, Wei Shao, Xinyun Zhang, Mingjie Zhan

On Evaluation of Bangla Word Analogies

Mousumi Akter, Souvika Sarkar, Shubhra Kanti Karmaker Santu

Token Prediction as Implicit Classification to Identify LLM-Generated Text

Yutian Chen, Hao Kang, Vivian Zhai, Liangze Li, Rita Singh

Doolittle: Benchmarks and Corpora for Academic Writing Formalization

SHIZHE DIAO, Yongyu Lei, Liangming Pan, Tianqing Fang, Wangchunshu Zhou

Be Selfish, But Wisely: Investigating the Impact of Agent Personality in Mixed-Motive Human-Agent Interactions

Kushal Chawla, Ian Wu, Yu Rong, Gale Lucas, Jonathan Gratch

Large Language Models and Multimodal Retrieval for Visual Word Sense Disambiguation

Anastasia Kritharoula, Maria Lymperaiou, Giorgos Stamou

Set Learning for Generative Information Extraction

Jiangnan Li, Yice Zhang, Bin Liang, Kam-Fai Wong, Ruifeng Xu

Multi-Task Knowledge Distillation with Embedding Constraints for Scholarly Keyphrase Boundary Classification

Seo Park, Cornelia Caragea

Generative Adversarial Training with Perturbed Token Detection for Model Robustness

Jiahao Zhao, Wenji Mao

Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering

Yi Su, Yixin Ji, Juntao Li, Hai Ye, Min Zhang

Optimized Tokenization for Transcribed Error Correction

Tomer Wullach, Shlomo Chazan

MailEx: Email Event and Argument Extraction

Saurabh Srivastava, Gaurav Singh, Shou Matsumoto, Ali Raz, Paulo Costa

Multi-view Contrastive Learning for Entity Typing over Knowledge Graphs

Zhiwei Hu, Víctor Gutiérrez-Basulto, Zhiliang Xiang, Ru Li, Jeff Z. Pan

SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization

Hyunwoo Kim, Jack Hessel, Liwei Jiang, Peter West, Ximing Lu

Ties Matter: Meta-Evaluating Modern Metrics with Pairwise Accuracy and Tie Calibration

Daniel Deutsch, George Foster, Markus Freitag

We are Who We Cite: Bridges of Influence Between Natural Language Processing and Other Academic Fields

Jan Philip Wahle, Terry Ruas, Mohamed Abdalla, Bela Gipp, Saif Mohammad

A Deeper (Autoregressive) Approach to Non-Convergent Discourse Parsing

Oren Tsur, Yoav Tulpan

A Unified View of Evaluation Metrics for Structured Prediction

Yunmo Chen, William Gantt, Tongfei Chen, Aaron Steven White, Benjamin Van Durme

Context Compression for Auto-regressive Transformers with Sentinel Tokens

Siyu Ren, Qi Jia, Kenny Zhu

CQE: A Comprehensive Quantity Extractor

Satya Almasian, Vivian Kazakova, Philipp Göldner, Michael Gertz

“Are Your Explanations Reliable?” Investigating the Stability of LIME in Explaining Text Classifiers by Marrying XAI and Adversarial Attack

Christopher Burger, Lingwei Chen, Thai Le

CLEVR-Implicit: A Diagnostic Dataset for Implicit Reasoning in Referring Expression Comprehension

Jingwei Zhang, Xin Wu, Yi Cai

Controlling Pre-trained Language Models for Grade-Specific Text Simplification

Sweta Agrawal, Marine Carpuat

Revisiting Sparse Retrieval for Few-shot Entity Linking

Yulin Chen, Zhenran Xu, Baotian Hu, Min Zhang

Joint Geometrical and Statistical Domain Adaptation for Cross-domain Code Vulnerability Detection

Qianjin Du, Shiji Zhou, Xiaohui Kuang, Gang Zhao, Jidong Zhai

Question Answering as Programming for Solving Time-Sensitive Questions

Xinyu Zhu, Cheng Yang, Bei Chen, Siheng Li, Jian-Guang Lou

Rethinking Negative Pairs in Code Search

Haochen Li, Xin Zhou, Luu Anh Tuan, Chunyan Miao

System Combination via Quality Estimation for Grammatical Error Correction

Muhammad Reza Qorib, Hwee Tou Ng

Predictive Chemistry Augmented with Text Retrieval

Yujie Qian, Zhening Li, Zhengkai Tu, Connor Coley, Regina Barzilay

Explaining Interactions Between Text Spans

Sagnik Ray Choudhury, Pepa Atanasova, Isabelle Augenstein

The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning

Seungone Kim, Se Joo, Doyoung Kim, Joel Jang, Seonghyeon Ye

MeaeQ: Mount Model Extraction Attacks with Efficient Queries

Chengwei Dai, Minxuan Lv, Kun Li, Wei Zhou

PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training

Yunyi Zhang, Minhao Jiang, Yu Meng, Yu Zhang, Jiawei Han

Large Language Models: The Need for Nuance in Current Debates and a Pragmatic Perspective on Understanding

Bram van Dijk, Tom Kouwenhoven, Marco Spruit, Max Johannes van Duijn

LM vs LM: Detecting Factual Errors via Cross Examination

Roi Cohen, May Hamri, Mor Geva, Amir Globerson

Unsupervised Sounding Pixel Learning

Yining Zhang, Yanli Ji, Yang Yang

Identification of Multimodal Stance Towards Frames of Communication

Maxwell Weinzierl, Sanda Harabagiu

Reinforced Target-driven Conversational Promotion

Huy Dao, Lizi Liao, Dung Le, Yuxiang Nie

Multilingual Large Language Models Are Not (Yet) Code-Switchers

Ruochen Zhang, Samuel Cahyawijaya, Jan Christian Blaise Cruz, Genta Winata, Alham Fikri Aji

Identifying Statements Crucial for Awareness of Interpretive Nonsense to Prevent Communication Breakdowns

Tomoyuki Maekawa, Michita Imai

Focus Your Attention (with Adaptive IIR Filters)

Shahar Lutati, Itamar Zimerman, Lior Wolf

Multi-Source Multi-Type Knowledge Exploration and Exploitation for Dialogue Generation

Xuanfan Ni, Hongliang Dai, Zhaochun Ren, Piji Li

Hallucination Mitigation in Natural Language Generation from Large-Scale Open-Domain Knowledge Graphs

Xiao Shi, Zhengyuan Zhu, Zeyu Zhang, Chengkai Li

Multi-Source Probing for Open-Domain Conversational Understanding

Yuanxi Li, Hao Zhou, Jie Zhou, Minlie Huang

Enhancing Generative Retrieval with Reinforcement Learning from Relevance Feedback

Yujia Zhou, Zhicheng Dou, Ji-Rong Wen

Faster Minimum Bayes Risk Decoding with Confidence-based Pruning

Julius Cheng, Andreas Vlachos

AutoTrial: Prompting Language Models for Clinical Trial Design

Zifeng Wang, Cao Xiao, Jimeng Sun

Text Embeddings Reveal (Almost) As Much As Text

John Morris, Volodymyr Kuleshov, Vitaly Shmatikov, Alexander Rush

Improved Pseudo Data for Machine Translation Quality Estimation with Constrained Beam Search

Xiang Geng, Yu Zhang, Zhejian Lai, Shuaijie She, Wei Zou

Pre-training Language Models for Comparative Reasoning

Mengxia Yu, Zhihan Zhang, Wenhao Yu, Meng Jiang

Bridging Information-Theoretic and Geometric Compression in Language Models

Emily Cheng, Corentin Kervadec, Marco Baroni

Let’s Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs

Pranjal Aggarwal, Aman Madaan, Yiming Yang, Mausam

Large Language Models Only Pass Primary School Exams in Indonesia: A Comprehensive Test on IndoMMLU

Fajri Koto, Nurul Aisyah, Haonan Li, Timothy Baldwin

KRLS: Improving End-to-End Response Generation in Task Oriented Dialog with Reinforced Keywords Learning

Xiao Yu, Qingyang Wu, Kun Qian, Zhou Yu

UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation

Daixuan Cheng, Shaohan Huang, Junyu Bi, Yuefeng Zhan, Jianfeng Liu

Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models

Shuai Zhao, Jinming Wen, Anh Luu, Junbo Zhao, Jie Fu

DNA: Denoised Neighborhood Aggregation for Fine-grained Category Discovery

Wenbin An, Feng Tian, Wenkai Shi, Yan Chen, Qinghua Zheng

Impressions: Visual Semiotics and Aesthetic Impact Understanding

Julia Kruk, Caleb Ziems, Diyi Yang

Human Raters Cannot Distinguish English Translations from Original English Texts

Shira Wein

Select, Prompt, Filter: Distilling Large Language Models for Summarizing Conversations

Minh-Quang Pham, Sathish Indurthi, Shamil Chollampatt, Marco Turchi

StereoMap: Quantifying the Awareness of Human-like Stereotypes in Large Language Models

Sullam Jeoung, Yubin Ge, Jana Diesner

Dissecting Recall of Factual Associations in Auto-Regressive Language Models

Mor Geva, Jasmijn Bastings, Katja Filippova, Amir Globerson

Accelerating Toeplitz Neural Network with Constant-time Inference Complexity

Zhen Qin, Yiran Zhong

Emergence of Abstract State Representations in Embodied Sequence Modeling

Tian Yun, Zilai Zeng, Kunal Handa, Ashish Thapliyal, Bo Pang

PAC-tuning: Fine-tuning Pre-trained Language Models with PAC-driven Perturbed Gradient Descent

Guangliang Liu, Zhiyu Xue, Xitong Zhang, Kristen Johnson, Rongrong Wang

Target-to-Source Augmentation for Aspect Sentiment Triplet Extraction

Yice Zhang, Yifan Yang, Meng Li, Bin Liang, Shiwei Chen

Paraphrase Types for Generation and Detection

Jan Philip Wahle, Bela Gipp, Terry Ruas

Improving Unsupervised Relation Extraction by Augmenting Diverse Sentence Pairs

Qing Wang, Kang Zhou, Qiao Qiao, Yuepei Li, Qi Li

When Language Models Fall in Love: Animacy Processing in Transformer Language Models

Michael Hanna, Yonatan Belinkov, Sandro Pezzelle

CoF-CoT: Enhancing Large Language Models with Coarse-to-Fine Chain-of-Thought Prompting for Multi-domain NLU Tasks

Hoang Nguyen, Ye Liu, Chenwei Zhang, Tao Zhang, Philip Yu

Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems

Marek Kadlcik, Michal Štefánik, Ondřej Sotolář, Vlastimil Martinek

FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

Sewon Min, Kalpesh Krishna, Xinxi Lyu, Mike Lewis, Wen-tau Yih

Precedent-Enhanced Legal Judgment Prediction with LLM and Domain-Model Collaboration

Yiquan Wu, Siying Zhou, Yifei Liu, Weiming Lu, Xiaozhong Liu

Simplicity Level Estimate (SLE): A Learned Reference-Less Metric for Sentence Simplification

Liam Cripwell, Joël Legrand, Claire Gardent

Unlearn What You Want to Forget: Efficient Unlearning for LLMs

Jiaao Chen, Diyi Yang

SimCSE++: Improving Contrastive Learning for Sentence Embeddings from Two Perspectives

Jiahao Xu, Wei Shao, Lihui Chen, Lemao Liu

Continual Learning for Multilingual Neural Machine Translation via Dual Importance-based Model Division

Junpeng Liu, Kaiyu Huang, Hao Yu, Jiuyi Li, Jinsong Su

Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models

Geewook Kim, Hodong Lee, Daehee Kim, Haeji Jung, Sanghee Park

FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning

Jaemin Shin, Hyungjun Yoon, Seungjoo Lee, Sungjoon Park, Yunxin Liu

An Empirical Study of Translation Hypothesis Ensembling with Large Language Models

António Farinhas, José G. C. de Souza, André F. T. Martins