EMNLP 2023

2,732 papers

A Joint Matrix Factorization Analysis of Multilingual Representations

Zheng Zhao, Yftah Ziser, Bonnie Webber, Shay Cohen

Improving Multi-Criteria Chinese Word Segmentation through Learning Sentence Representation

Chun Lin, Ying-Jia Lin, Chia-Jen Yeh, Yi-Ting Li, Ching-Wen Yang

CompleQA: Benchmarking the Impacts of Knowledge Graph Completion Methods on Question Answering

Donghan Yu, Yu Gu, Chenyan Xiong, Yiming Yang

Language-Agnostic Bias Detection in Language Models with Bias Probing

Abdullatif Köksal, Omer Yalcin, Ahmet Akbiyik, M. Kilavuz, Anna Korhonen

Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition

Haocheng Luo, Wei Tan, Ngoc Nguyen, Lan Du

Linguistically Motivated Sign Language Segmentation

Amit Moryossef, Zifan Jiang, Mathias Müller, Sarah Ebling, Yoav Goldberg

Cultural Compass: Predicting Transfer Learning Success in Offensive Language Detection with Cultural Features

Li Zhou, Antonia Karamolegkou, Wenyu Chen, Daniel Hershcovich

Probing Representations for Document-level Event Extraction

Barry Wang, Xinya Du, Claire Cardie

Mandarin classifier systems optimize to accommodate communicative pressures

Yamei Wang, Géraldine Walther

Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization

Guiyang Hou, Yongliang Shen, Wenqi Zhang, Wei Xue, Weiming Lu

MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention

Thinh Pham, Chi Tran, Dat Quoc Nguyen

Pragmatics in Language Grounding: Phenomena, Tasks, and Modeling Approaches

Daniel Fried, Nicholas Tomlin, Jennifer Hu, Roma Patel, Aida Nematzadeh

Enabling Unsupervised Neural Machine Translation with Word-level Visual Representations

Chengpeng Fu, Xiaocheng Feng, Yichong Huang, Wenshuai Huo, Hui Wang

SuperTweetEval: A Challenging, Unified and Heterogeneous Benchmark for Social Media NLP Research

Dimosthenis Antypas, Asahi Ushio, Francesco Barbieri, Leonardo Neves, Kiamehr Rezaee

The Less the Merrier? Investigating Language Representation in Multilingual Models

Hellina Nigatu, Atnafu Tonja, Jugal Kalita

Ensemble-Instruct: Instruction Tuning Data Generation with a Heterogeneous Mixture of LMs

Young-Suk Lee, Md Sultan, Yousef El-Kurdi, Tahira Naseem, Asim Munawar

Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions

Shulin Cao, Jiajie Zhang, Jiaxin Shi, Xin Lv, Zijun Yao

Noise-Robust Fine-Tuning of Pretrained Language Models via External Guidance

Song Wang, Zhen Tan, Ruocheng Guo, Jundong Li

Large Language Models Are Better Adversaries: Exploring Generative Clean-Label Backdoor Attacks Against Text Classifiers

Wencong You, Zayd Hammoudeh, Daniel Lowd

You Are What You Annotate: Towards Better Models through Annotator Representations

Naihao Deng, Xinliang Zhang, Siyang Liu, Winston Wu, Lu Wang

LLMs – the Good, the Bad or the Indispensable?: A Use Case on Legal Statute Prediction and Legal Judgment Prediction on Indian Court Cases

Shaurya Vats, Atharva Zope, Somsubhra De, Anurag Sharma, Upal Bhattacharya

Adversarial Robustness for Large Language NER models using Disentanglement and Word Attributions

Xiaomeng Jin, Bhanukiran Vinzamuri, Sriram Venkatapathy, Heng Ji, Pradeep Natarajan

Macedon: Minimizing Representation Coding Rate Reduction for Cross-Lingual Natural Language Understanding

Haoyu Wang, Yaqing Wang, Huaxiu Yao, Jing Gao

From Complex to Simple: Unraveling the Cognitive Tree for Reasoning with Small Language Models

Yan Junbing, Chengyu Wang, Taolin Zhang, Xiaofeng He, Jun Huang

DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Text

Jinyan Su, Terry Zhuo, Di Wang, Preslav Nakov

Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought Prompting

Haoyang Huang, Tianyi Tang, Dongdong Zhang, Xin Zhao, Ting Song

Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling?

Yi Tay, Mostafa Dehghani, Samira Abnar, Hyung Chung, William Fedus

Can Foundation Models Watch, Talk and Guide You Step by Step to Make a Cake?

Yuwei Bao, Keunwoo Yu, Yichi Zhang, Shane Storks, Itamar Bar-Yossef

Geographical Erasure in Language Generation

Pola Schwöbel, Jacek Golebiowski, Michele Donini, Cédric Archambeau, Danish Pruthi

Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt

Seonghyeon Ye, Joel Jang, Doyoung Kim, Yongrae Jo, Minjoon Seo

BLM-s/lE: A structured dataset of English spray-load verb alternations for testing generalization in LLMs

Giuseppe Samo, Vivi Nastase, Chunyang Jiang, Paola Merlo

Pre-training Multi-task Contrastive Learning Models for Scientific Literature Understanding

Yu Zhang, Hao Cheng, Zhihong Shen, Xiaodong Liu, Ye-Yi Wang

PR-MCS: Perturbation Robust Metric for MultiLingual Image Captioning

Yongil Kim, Yerin Hwang, Hyeongu Yun, Seunghyun Yoon, Trung Bui

MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition

Guangyue Xu, Parisa Kordjamshidi, Joyce Chai

Learning under Label Proportions for Text Classification

Jatin Chauhan, Xiaoxuan Wang, Wei Wang

Dimensions of Online Conflict: Towards Modeling Agonism

Matt Canute, Mali Jin, Hannah Holtzclaw, Alberto Lusoli, Philippa Adams

One For All & All For One: Bypassing Hyperparameter Tuning with Model Averaging for Cross-Lingual Transfer

Fabian David Schmidt, Ivan Vulić, Goran Glavaš

Exploiting Contrastive Learning and Numerical Evidence for Confusing Legal Judgment Prediction

Leilei Gan, Baokui Li, Kun Kuang, Yating Zhang, Lei Wang

An Empirical Study on Multiple Knowledge from ChatGPT for Emotion Recognition in Conversations

Geng Tu, Bin Liang, Bing Qin, Kam-Fai Wong, Ruifeng Xu

What Makes it Ok to Set a Fire? Iterative Self-distillation of Contexts and Rationales for Disambiguating Defeasible Social and Moral Situations

Kavel Rao, Liwei Jiang, Valentina Pyatkin, Yuling Gu, Niket Tandon

Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data

Kashun Shum, SHIZHE DIAO, Tong Zhang

XLS-R fine-tuning on noisy word boundaries for unsupervised speech segmentation into words

Robin Algayres, Pablo Diego-Simón, Benoît Sagot, Emmanuel Dupoux

Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts

Deepanway Ghosal, Navonil Majumder, Roy Lee, Rada Mihalcea, Soujanya Poria

Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompts

Gangwei Jiang, Caigao JIANG, Siqiao Xue, James Zhang, Jun Zhou

CONTRASTE: Supervised Contrastive Pre-training With Aspect-based Prompts For Aspect Sentiment Triplet Extraction

Rajdeep Mukherjee, Nithish Kannen, Saurabh Pandey, Pawan Goyal

Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs

Hongru Wang, Rui Wang, Fei Mi, Yang Deng, Zezhong Wang

Uniform Complexity for Text Generation

Joseph Marvin Imperial, Harish Tayyar Madabushi

Leveraging GPT-4 for Automatic Translation Post-Editing

Vikas Raunak, Amr Sharaf, Yiren Wang, Hany Awadalla, Arul Menezes

Noisy Self-Training with Synthetic Queries for Dense Retrieval

Fan Jiang, Tom Drummond, Trevor Cohn

Scene Graph Enhanced Pseudo-Labeling for Referring Expression Comprehension

Cantao Wu, Yi Cai, Liuwu Li, Jiexin Wang

IAEval: A Comprehensive Evaluation of Instance Attribution on Natural Language Understanding

Peijian Gu, Yaozong Shen, Lijie Wang, Quan Wang, Hua Wu

UPTON: Preventing Authorship Leakage from Public Text Release via Data Poisoning

Ziyao Wang, Thai Le, Dongwon Lee

Defining a New NLP Playground

Sha Li, Chi Han, Pengfei Yu, Carl Edwards, Manling Li

Improving Consistency for Text Summarization with Energy Functions

Qi Zeng, Qingyu Yin, Zheng Li, Yifan Gao, Sreyashi Nag

HEAR: Hearing Enhanced Audio Response for Video-grounded Dialogue

Sunjae Yoon, Dahyun Kim, Eunseop Yoon, Hee Yoon, Junyeong Kim

Using In-Context Learning to Improve Dialogue Safety

Nicholas Meade, Spandana Gella, Devamanyu Hazarika, Prakhar Gupta, Di Jin

Can ChatGPT Defend its Belief in Truth? Evaluating LLM Reasoning via Debate

Boshi Wang, Xiang Yue, Huan Sun

Syntax Matters: Towards Spoken Language Understanding via Syntax-Aware Attention

Yifeng Xie, Zhihong Zhu, Xuxin Cheng, Zhiqi Huang, Dongsheng Chen

Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning

Zhuolin Yang, Wei Ping, Zihan Liu, Vijay Korthikanti, Weili Nie

Identifying Early Maladaptive Schemas from Mental Health Question Texts

Sujatha Gollapalli, Beng Ang, See-Kiong Ng

Let’s Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Ruida WANG, Wangchunshu Zhou, Mrinmaya Sachan

Multiview Clickbait Detection via Jointly Modeling Subjective and Objective Preference

Chongyang Shi, Yijun Yin, Qi Zhang, Liang Xiao, Usman Naseem

Affective and Dynamic Beam Search for Story Generation

Tenghao Huang, Ehsan Qasemi, Bangzheng Li, He Wang, Faeze Brahman

Do “English” Named Entity Recognizers Work Well on Global Englishes?

Alexander Shan, John Bauer, Riley Carlson, Christopher Manning

Multilingual Coarse Political Stance Classification of Media. The Editorial Line of a ChatGPT and Bard Newspaper

Cristina España-Bonet

Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy

Na Li, Zied Bouraoui, Steven Schockaert

Error Detection for Text-to-SQL Semantic Parsing

Shijie Chen, Ziru Chen, Huan Sun, Yu Su

Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering

Kosuke Akimoto, Kunihiro Takeoka, Masafumi Oyamada

Unified Representation for Non-compositional and Compositional Expressions

Ziheng Zeng, Suma Bhat

TokenDrop + BucketSampler: Towards Efficient Padding-free Fine-tuning of Language Models

Amrit Nagarajan, Anand Raghunathan

SYMPTOMIFY: Transforming Symptom Annotations with Language Model Knowledge Harvesting

Bosung Kim, Ndapa Nakashole

Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition

Yige Xu, Zhiwei Zeng, Zhiqi Shen

Decoding Stumpers: Large Language Models vs. Human Problem-Solvers

Alon Goldstein, Miriam Havin, Roi Reichart, Ariel Goldstein

Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture

Bingsheng Yao, Ishan Jindal, Lucian Popa, Yannis Katsis, Sayan Ghosh

PMIndiaSum: Multilingual and Cross-lingual Headline Summarization for Languages in India

Ashok Urlana, Pinzhen Chen, Zheng Zhao, Shay Cohen, Manish Shrivastava

Detrimental Contexts in Open-Domain Question Answering

Philhoon Oh, James Thorne

Consonant is all you need: a compact representation of English text for efficient NLP

Maged S. Al-shaibani, Irfan Ahmad

EconBERTa: Towards Robust Extraction of Named Entities in Economics

Karim Lasri, Pedro Vitor Quinta de Castro, Mona Schirmer, Luis Eduardo San Martin, Linxi Wang

Addressing the Length Bias Challenge in Document-Level Neural Machine Translation

Zhang Zhuocheng, Shuhao Gu, Min Zhang, Yang Feng

Asking Clarification Questions to Handle Ambiguity in Open-Domain QA

Dongryeol Lee, Segwang Kim, Minwoo Lee, Hwanhee Lee, Joonsuk Park

A Frustratingly Easy Plug-and-Play Detection-and-Reasoning Module for Chinese Spelling Check

Haojing Huang, Jingheng Ye, Qingyu Zhou, Yinghui Li, Yangning Li

KeFVP: Knowledge-enhanced Financial Volatility Prediction

Hao Niu, Yun Xiong, Xiaosu Wang, Wenjing Yu, Yao Zhang

Domain Adaptation for Sentiment Analysis Using Robust Internal Representations

Mohammad Rostami, Digbalay Bose, Shrikanth Narayanan, Aram Galstyan

Improving generalization in large langue model by learning prefix subspaces

Louis Falissard, Vincent Guigue, Laure Soulier

Diversifying language models for lesser-studied languages and language-usage contexts: A case of second language Korean

Hakyung Sung, Gyu-Ho Shin

Enhancing Accessible Communication: from European Portuguese to Portuguese Sign Language

Catarina Sousa, Luísa Coheur, Mara Moita

Noisy Pair Corrector for Dense Retrieval

Hang Zhang, Yeyun Gong, Xingwei He, Dayiheng Liu, Daya Guo

Eyes Show the Way: Modelling Gaze Behaviour for Hallucination Detection

Kishan Maharaj, Ashita Saxena, Raja Kumar, Abhijit Mishra, Pushpak Bhattacharyya

Breaking through Deterministic Barriers: Randomized Pruning Mask Generation and Selection

Jianwei Li, Weizhi Gao, Qi Lei, Dongkuan Xu

Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement

Zhiheng Xi, Senjie Jin, Yuhao Zhou, Rui Zheng, Songyang Gao

Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs

Yao Xu, Shizhu He, Cunguang Wang, Li Cai, Kang Liu

End-to-end Adversarial Sample Generation for Data Augmentation

Tianyuan Liu, Yuqing Sun

Aspect-Category Enhanced Learning with a Neural Coherence Model for Implicit Sentiment Analysis

Jin Cui, Fumiyo Fukumoto, Xinfeng Wang, Yoshimi Suzuki, Jiyi Li

Scaling Vision-Language Models with Sparse Mixture of Experts

Sheng Shen, Zhewei Yao, Chunyuan Li, Trevor Darrell, Kurt Keutzer

PersonaLM: Language Model Personalization via Domain-distributed Span Aggregated K-Nearest N-gram Retrieval Augmentation

Puneet Mathur, Zhe Liu, Ke Li, Yingyi Ma, Gil Keren

GRI: Graph-based Relative Isomorphism of Word Embedding Spaces

Muhammad Ali, Yan Hu, Jianbin Qin, Di Wang

IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language Models

Haoxuan You, Rui Sun, Zhecan Wang, Long Chen, Gengyu Wang

SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF

Yi Dong, Zhilin Wang, Makesh Sreedhar, Xianchao Wu, Oleksii Kuchaiev

A Zero-Shot Language Agent for Computer Control with Structured Reflection

Tao Li, Gang Li, Zhiwei Deng, Bryan Wang, Yang Li

Words, Subwords, and Morphemes: What Really Matters in the Surprisal-Reading Time Relationship?

Sathvik Nair, Philip Resnik