EMNLP 2022

2,056 papers

Unsupervised Learning of Hierarchical Conversation Structure

Bo-Ru Lu, Yushi Hu, Hao Cheng, Noah A. Smith, Mari Ostendorf

Multi-Path Transformer is Better: A Case Study on Neural Machine Translation

Ye Lin, Shuhan Zhou, Yanyang Li, Anxiang Ma, Tong Xiao

NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries?

Saadia Gabriel, Hamid Palangi, Yejin Choi

Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models

David Wingate, Mohammad Shoeybi, Taylor Sorensen

Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play

Qi Liu, Zihuiwen Ye, Tao Yu, Linfeng Song, Phil Blunsom

Data Cartography for Low-Resource Neural Machine Translation

Aquia Richburg, Marine Carpuat

Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning

Yuanyuan Lei, Ruihong Huang

A Two-Stage Approach towards Generalization in Knowledge Base Question Answering

Srinivas Ravishankar, Dung Thai, Ibrahim Abdelaziz, Nandana Mihindukulasooriya, Tahira Naseem

Multilingual SubEvent Relation Extraction: A Novel Dataset and Structure Induction Method

Viet Lai, Hieu Man, Linh Ngo, Franck Dernoncourt, Thien Nguyen

Language Model Detoxification in Dialogue with Contextualized Stance Control

Jing Qian, Xifeng Yan

Effective Pretraining Objectives for Transformer-based Autoencoders

Luca Di Liello, Matteo Gabburo, Alessandro Moschitti

LADIS: Language Disentanglement for 3D Shape Editing

Ian Huang, Panos Achlioptas, Tianyi Zhang, Sergei Tulyakov, Minhyuk Sung

EtriCA: Event-Triggered Context-Aware Story Generation Augmented by Cross Attention

Chen Tang, Chenghua Lin, Henglin Huang, Frank Guerin, Zhihao Zhang

BERT Meets CTC: New Formulation of End-to-End Speech Recognition with Pre-trained Masked Language Model

Yosuke Higuchi, Brian Yan, Siddhant Arora, Tetsuji Ogawa, Tetsunori Kobayashi

Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language Models

Lifu Tu, Caiming Xiong, Yingbo Zhou

CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization

Hossein Rajaby Faghihi, Bashar Alhafni, Ke ZHANG, Shihao Ran, Joel Tetreault

Find Someone Who: Visual Commonsense Understanding in Human-Centric Grounding

Haoxuan You, Rui Sun, Zhecan Wang, Kai-Wei Chang, Shih-fu Chang

ClinicalT5: A Generative Language Model for Clinical Text

Qiuhao Lu, Dejing Dou, Thien Nguyen

Baked-in State Probing

Shubham Toshniwal, Sam Wiseman, Karen Livescu, Kevin Gimpel

Token-level Sequence Labeling for Spoken Language Understanding using Compositional End-to-End Models

Siddhant Arora, Siddharth Dalmia, Brian Yan, Florian Metze, Alan W Black

Open-Vocabulary Argument Role Prediction For Event Extraction

Yizhu Jiao, Sha Li, Yiqing Xie, Ming Zhong, Heng Ji

Cards Against AI: Predicting Humor in a Fill-in-the-blank Party Game

Dan Ofer, Dafna Shahaf

Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes

Louis Clouatre, Prasanna Parthasarathi, Amal Zouaq, Sarath Chandar

Open-domain Question Answering via Chain of Reasoning over Heterogeneous Knowledge

Kaixin Ma, Hao Cheng, Xiaodong Liu, Eric Nyberg, Jianfeng Gao

Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics

Hyundong Cho, Chinnadhurai Sankar, Christopher Lin, Kaushik Ram Sadagopan, Shahin Shayandeh

Are Neural Topic Models Broken?

Alexander Hoyle, Pranav Goel, Rupak Sarkar, Philip Resnik

JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset

Ruth-Ann Armstrong, John Hewitt, Christopher Manning

Cross-lingual Text-to-SQL Semantic Parsing with Representation Mixup

Peng Shi, Linfeng Song, Lifeng Jin, Haitao Mi, He Bai

Sarcasm Detection is Way Too Easy! An Empirical Comparison of Human and Machine Sarcasm Detection

Ibrahim Abu Farha, Steven Wilson, Silviu Oprea, Walid Magdy

Detecting Dementia from Long Neuropsychological Interviews

Nauman Dawalatabad, Yuan Gong, Sameer Khurana, Rhoda Au, James Glass

Continuation KD: Improved Knowledge Distillation through the Lens of Continuation Optimization

Aref Jafari, Ivan Kobyzev, Mehdi Rezagholizadeh, Pascal Poupart, Ali Ghodsi

XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsing

Peng Shi, Rui Zhang, He Bai, Jimmy Lin

Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering

Juan Zha, Zheng Li, Ying Wei, Yu Zhang

Challenges and Opportunities in Information Manipulation Detection: An Examination of Wartime Russian Media

Chan Young Park, Julia Mendelsohn, Anjalie Field, Yulia Tsvetkov

FocusQA: Open-Domain Question Answering with a Context in Focus

Gianni Barlacchi, Ivano Lauriola, Alessandro Moschitti, Marco Del Tredici, Xiaoyu Shen

Discord Questions: A Computational Approach To Diversity Analysis in News Coverage

Philippe Laban, Chien-Sheng Wu, Lidiya Murakhovs’ka, Xiang Chen, Caiming Xiong

SALTED: A Framework for SAlient Long-tail Translation Error Detection

Vikas Raunak, Matt Post, Arul Menezes

Finding Memo: Extractive Memorization in Constrained Sequence Generation Tasks

Vikas Raunak, Arul Menezes

Active Learning for Abstractive Text Summarization

Akim Tsvigun, Ivan Lysenko, Danila Sedashov, Ivan Lazichny, Eldar Damirov

Multimodal Conversation Modelling for Topic Derailment Detection

Zhenhao Li, Marek Rei, Lucia Specia

Self-supervised Cross-modal Pretraining for Speech Emotion Recognition and Sentiment Analysis

Iek-Heng Chu, Ziyi Chen, Xinlu Yu, Mei Han, Jing Xiao

BioNLI: Generating a Biomedical NLI Dataset Using Lexico-semantic Constraints for Adversarial Examples

Mohaddeseh Bastan, Mihai Surdeanu, Niranjan Balasubramanian

The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings

Francisco Valentini, Germán Rosati, Diego Fernández Slezak, Edgar Altszyler

Don’t Just Clean It, Proxy Clean It: Mitigating Bias by Proxy in Pre-Trained Models

swetasudha panda, Ari Kobren, Michael Wick, Qinlan Shen

NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation

Phillip Howard, Gadi Singer, VASUDEV LAL, Yejin Choi, Swabha Swayamdipta

Distillation-Resistant Watermarking for Model Protection in NLP

Xuandong Zhao, Lei Li, Yu-Xiang Wang

LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval

William Bruno, Dan Roth

Invernet: An Inversion Attack Framework to Infer Fine-Tuning Datasets through Word Embeddings

Ishrak Hayet, Zijun Yao, Bo Luo

HeLo: Learning-Free Lookahead Decoding for Conversation Infilling

Ivan Lee, Taylor Berg-Kirkpatrick

Unsupervised Multi-Granularity Summarization

Ming Zhong, Yang Liu, Suyu Ge, Yuning Mao, Yizhu Jiao

Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation

Shivanshu Gupta, Sameer Singh, Matt Gardner

Learn What Is Possible, Then Choose What Is Best: Disentangling One-To-Many Relations in Language Through Text-based Games

Benjamin Towle, Ke Zhou

Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging

Peng Lu, Ivan Kobyzev, Mehdi Rezagholizadeh, Ahmad Rashid, Ali Ghodsi

Structural Contrastive Representation Learning for Zero-shot Multi-label Text Classification

Tianyi Zhang, Zhaozhuo Xu, Tharun Medini, Anshumali Shrivastava

Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models

Clara Na, Sanket Vaibhav Mehta, Emma Strubell

LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification

Dheeraj Mekala, Chengyu Dong, Jingbo Shang

EnDex: Evaluation of Dialogue Engagingness at Scale

Guangxuan Xu, Ruibo Liu, Fabrice Harel-Canada, Nischal Reddy Chandra, Nanyun Peng

Natural Language Deduction through Search over Statement Compositions

Kaj Bostrom, Zayne Sprague, Swarat Chaudhuri, Greg Durrett

KPDROP: Improving Absent Keyphrase Generation

Jishnu Ray Chowdhury, Seo Yeon Park, Tuhin Kundu, Cornelia Caragea

Dynamic Augmentation Data Selection for Few-shot Text Classification

Guangliang Liu, Lifeng Jin, Owen Yuan, Jiayu Zhou

He Said, She Said: Style Transfer for Shifting the Perspective of Dialogues

Amanda Bertsch, Graham Neubig, Matthew R. Gormley

DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving Agents

Ziqiao Ma, Benjamin VanDerPloeg, Cristian-Paul Bara, Yidong Huang, Eui-In Kim

Federated Continual Learning for Text Classification via Selective Inter-client Transfer

Yatin Chaudhary, Pranav Rai, Matthias Schubert, Hinrich Schütze, Pankaj Gupta

Unsupervised Text Deidentification

John Morris, Justin Chiu, Ramin Zabih, Alexander Rush

Learning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference

Mobashir Sadat, Cornelia Caragea

Leveraging Training Dynamics and Self-Training for Text Classification

Tiberiu Sosea, Cornelia Caragea

MedicalSum: A Guided Clinical Abstractive Summarization Model for Generating Medical Reports from Patient-Doctor Conversations

George Michalopoulos, Kyle Williams, Gagandeep Singh, Thomas Lin

COMET-QE and Active Learning for Low-Resource Machine Translation

Everlyn Asiko Chimoto, Bruce A. Bassett

SciFact-Open: Towards open-domain scientific claim verification

David Wadden, Kyle Lo, Bailey Kuehl, Arman Cohan, Iz Beltagy

Learning to Model Multimodal Semantic Alignment for Story Visualization

Bowen Li, Thomas Lukasiewicz

Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems

Wang Zhu, Jesse Thomason, Robin Jia

Beyond Additive Fusion: Learning Non-Additive Multimodal Interactions

Torsten Wörtwein, Lisa Sheeber, Nicholas Allen, Jeffrey Cohn, Louis-Philippe Morency

Readability Controllable Biomedical Document Summarization

Zheheng Luo, Qianqian Xie, Sophia Ananiadou

A Framework for Automatic Generation of Spoken Question-Answering Data

Merve Ünlü Menevşe, Yusufcan Manav, Ebru Arisoy, Arzucan Özgür

Joint Multilingual Knowledge Graph Completion and Alignment

Vinh Tong, Dat Quoc Nguyen, Trung Thanh Huynh, Tam Thanh Nguyen, Quoc Viet Hung Nguyen

Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection

Lanrui Wang, Jiangnan Li, Zheng Lin, Fandong Meng, Chenxu Yang

Contextualizing Language Models for Norms Diverging from Social Majority

Niklas Kiehne, Hermann Kroll, Wolf-Tilo Balke

SensePOLAR: Word sense aware interpretability for pre-trained contextual word embeddings

Jan Engler, Sandipan Sikdar, Marlene Lutz, Markus Strohmaier

Generating Textual Adversaries with Minimal Perturbation

Xingyi Zhao, Lu Zhang, Depeng Xu, Shuhan Yuan

You Are My Type! Type Embeddings for Pre-trained Language Models

Mohammed Saeed, Paolo Papotti

Opening up Minds with Argumentative Dialogues

Youmna Farag, Charlotte Brand, Jacopo Amidei, Paul Piwek, Tom Stafford

Enhancing Automatic Readability Assessment with Pre-training and Soft Labels for Ordinal Regression

Jinshan Zeng, Yudong Xie, Xianglong Yu, John Lee, Ding-Xuan Zhou

MOBA-E2C: Generating MOBA Game Commentaries via Capturing Highlight Events from the Meta-Data

Dawei Zhang, Sixing Wu, Yao Guo, Xiangqun Chen

Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction

Jun Gao, Changlong Yu, Wei Wang, Huan Zhao, Ruifeng Xu

Improving HowNet-Based Chinese Word Sense Disambiguation with Translations

Xiang Zhang, Bradley Hauer, Grzegorz Kondrak

Attention weights accurately predict language representations in the brain

Mathis Lamarre, Catherine Chen, Fatma Deniz

Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again

Bernal Jiménez Gutiérrez, Nikolas McNeal, Clayton Washington, You Chen, Lang Li

Leveraging Data Recasting to Enhance Tabular Reasoning

Aashna Jena, Vivek Gupta, Manish Shrivastava, Julian Eisenschlos

Goal-oriented Vision-and-Dialog Navigation via Reinforcement Learning

Yan Cao, Keting Lu, David DeFazio, Shiqi Zhang

The Curious Case of Absolute Position Embeddings

Koustuv Sinha, Amirhossein Kazemnejad, Siva Reddy, Joelle Pineau, Dieuwke Hupkes

Inducing Generalizable and Interpretable Lexica

Yilin Geng, Zetian Wu, Roshan Santhosh, Tejas Srivastava, Lyle Ungar

Realistic Data Augmentation Framework for Enhancing Tabular Reasoning

Dibyakanti Kumar, Vivek Gupta, Soumya Sharma, Shuo Zhang

Lexical Generalization Improves with Larger Models and Longer Training

Elron Bandel, Yoav Goldberg, Yanai Elazar

Viterbi Decoding of Directed Acyclic Transformer for Non-Autoregressive Machine Translation

Chenze Shao, Zhengrui Ma, Yang Feng

HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crises Response

Selim Fekih, Nicolo’ Tamagnone, Benjamin Minixhofer, Ranjan Shrestha, Ximena Contla

Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality

Verna Dankers, Ivan Titov

Improving the Factual Correctness of Radiology Report Generation with Semantic Rewards

Jean-Benoit Delbrouck, Pierre Chambon, Christian Bluethgen, Emily Tsai, Omar Almusa

Controllable Dialogue Simulation with In-context Learning

Zekun Li, Wenhu Chen, Shiyang Li, Hong Wang, Jing Qian

What Do Compressed Multilingual Machine Translation Models Forget?

Alireza Mohammadshahi, Vassilina Nikoulina, Alexandre Berard, Caroline Brun, James Henderson

Textual Enhanced Contrastive Learning for Solving Math Word Problems

Yibin Shen, Qianying Liu, Zhuoyuan Mao, Fei Cheng, Sadao Kurohashi