ACL 2022

1,617 papers

Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction

Kuan-Hao Huang, I-Hung Hsu, Prem Natarajan, Kai-Wei Chang, Nanyun Peng

Probing for Predicate Argument Structures in Pretrained Language Models

Simone Conia, Roberto Navigli

Context Matters: A Pragmatic Study of PLMs’ Negation Understanding

Reto Gubelmann, Siegfried Handschuh

SRL4E – Semantic Role Labeling for Emotions: A Unified Evaluation Framework

Cesare Campagnano, Simone Conia, Roberto Navigli

Saliency as Evidence: Event Detection with Trigger Saliency Attribution

Jian Liu, Yufeng Chen, Jinan Xu

Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation Models

Lorenzo Lupo, Marco Dinarelli, Laurent Besacier

Zoom Out and Observe: News Environment Perception for Fake News Detection

Qiang Sheng, Juan Cao, Xueyao Zhang, Rundong Li, Danding Wang

Understanding Multimodal Procedural Knowledge by Sequencing Multimodal Instructional Manuals

Te-Lin Wu, Alex Spangher, Pegah Alipoormolabashi, Marjorie Freedman, Ralph Weischedel

SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization

Mathieu Ravaut, Shafiq Joty, Nancy Chen

Leveraging Unimodal Self-Supervised Learning for Multimodal Audio-Visual Speech Recognition

Xichen Pan, Peiyu Chen, Yichen Gong, Helong Zhou, Xinbing Wang

BenchIE: A Framework for Multi-Faceted Fact-Based Open Information Extraction Evaluation

Kiril Gashteovski, Mingying Yu, Bhushan Kotnis, Carolin Lawrence, Mathias Niepert

Identifying the Human Values behind Arguments

Johannes Kiesel, Milad Alshomary, Nicolas Handke, Xiaoni Cai, Henning Wachsmuth

EPT-X: An Expression-Pointer Transformer model that generates eXplanations for numbers

Bugeun Kim, Kyung Seo Ki, Sangkyu Rhim, Gahgene Gweon

Keywords and Instances: A Hierarchical Contrastive Learning Framework Unifying Hybrid Granularities for Text Generation

Mingzhe Li, Xiexiong Lin, Xiuying Chen, Jinxiong Chang, Qishen Zhang

FiNER: Financial Numeric Entity Recognition for XBRL Tagging

Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis

Towards Abstractive Grounded Summarization of Podcast Transcripts

Kaiqiang Song, Chen Li, Xiaoyang Wang, Dong Yu, Fei Liu

FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing

Ilias Chalkidis, Tommaso Pasini, Sheng Zhang, Letizia Tomada, Sebastian Schwemer

Scheduled Multi-task Learning for Neural Chat Translation

Yunlong Liang, Fandong Meng, Jinan Xu, Yufeng Chen, Jie Zhou

Improving Word Translation via Two-Stage Contrastive Learning

Yaoyiran Li, Fangyu Liu, Nigel Collier, Anna Korhonen, Ivan Vulić

DiBiMT: A Novel Benchmark for Measuring Word Sense Disambiguation Biases in Machine Translation

Niccolò Campolungo, Federico Martelli, Francesco Saina, Roberto Navigli

LexGLUE: A Benchmark Dataset for Legal Language Understanding in English

Ilias Chalkidis, Abhik Jana, Dirk Hartung, Michael Bommarito, Ion Androutsopoulos

Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?

Oliver Eberle, Stephanie Brandl, Jonas Pilot, Anders Søgaard

SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models

Liang Wang, Wei Zhao, Zhuoyu Wei, Jingming Liu

RST Discourse Parsing with Second-Stage EDU-Level Pre-training

Nan Yu, Meishan Zhang, Guohong Fu, Min Zhang

Disentangled Sequence to Sequence Learning for Compositional Generalization

Hao Zheng, Mirella Lapata

PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks

Yufei Wang, Can Xu, Qingfeng Sun, Huang Hu, Chongyang Tao

Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis

Wenxuan Shi, Fei Li, Jingye Li, Hao Fei, Donghong Ji

MMCoQA: Conversational Question Answering over Text, Tables, and Images

Yongqi Li, Wenjie Li, Liqiang Nie

Improving Compositional Generalization with Self-Training for Data-to-Text Generation

Sanket Vaibhav Mehta, Jinfeng Rao, Yi Tay, Mihir Kale, Ankur Parikh

Cross-Lingual Phrase Retrieval

Heqi Zheng, Xiao Zhang, Zewen Chi, Heyan Huang, Yan Tan

Multilingual Document-Level Translation Enables Zero-Shot Transfer From Sentences to Documents

Biao Zhang, Ankur Bapna, Melvin Johnson, Ali Dabirmoghaddam, Naveen Arivazhagan

The Paradox of the Compositionality of Natural Language: A Neural Machine Translation Case Study

Verna Dankers, Elia Bruni, Dieuwke Hupkes

Zero-Shot Cross-lingual Semantic Parsing

Tom Sherborne, Mirella Lapata

SafetyKit: First Aid for Measuring Safety in Open-domain Conversational Systems

Emily Dinan, Gavin Abercrombie, A. Bergman, Shannon Spruit, Dirk Hovy

Word Segmentation as Unsupervised Constituency Parsing

Raquel G. Alhama

Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation

Yong Cheng, Ankur Bapna, Orhan Firat, Yuan Cao, Pidong Wang

Incorporating Stock Market Signals for Twitter Stance Detection

Costanza Conforti, Jakob Berndt, Mohammad Taher Pilehvar, Chryssi Giannitsarou, Flavio Toxvaerd

Generative Pretraining for Paraphrase Evaluation

Jack Weston, Raphael Lenain, Udeepa Meepegama, Emil Fristed

Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP

Lukas Galke, Ansgar Scherp

Characterizing Idioms: Conventionality and Contingency

Michaela Socolof, Jackie Cheung, Michael Wagner, Timothy O’Donnell

Chart-to-Text: A Large-Scale Benchmark for Chart Summarization

Shankar Kantharaj, Rixie Tiffany Leong, Xiang Lin, Ahmed Masry, Megh Thakkar

ePiC: Employing Proverbs in Context as a Benchmark for Abstract Language Understanding

Sayan Ghosh, Shashank Srivastava

Learning Functional Distributional Semantics with Visual Data

Yinhong Liu, Guy Emerson

Automatic Error Analysis for Document-level Information Extraction

Aliva Das, Xinya Du, Barry Wang, Kejian Shi, Jiayuan Gu

Automatic Identification and Classification of Bragging in Social Media

Mali Jin, Daniel Preoţiuc-Pietro, A. Seza Doğruöz, Nikolaos Aletras

Not always about you: Prioritizing community needs when developing endangered language technology

Zoey Liu, Crystal Richardson, Richard Hatcher, Emily Prud’hommeaux

Neural Pipeline for Zero-Shot Data-to-Text Generation

Zdeněk Kasner, Ondřej Dušek

There Are a Thousand Hamlets in a Thousand People’s Eyes: Enhancing Knowledge-grounded Dialogue with Personal Memory

Tingchen Fu, Xueliang Zhao, Chongyang Tao, Ji-Rong Wen, Rui Yan

Is Attention Explanation? An Introduction to the Debate

Adrien Bibal, Rémi Cardon, David Alfter, Rodrigo Wilkens, Xiaoou Wang

Detecting Unassimilated Borrowings in Spanish: An Annotated Corpus and Approaches to Modeling

Elena Álvarez-Mellado, Constantine Lignos

Speaker Information Can Guide Models to Better Inductive Biases: A Case Study On Predicting Code-Switching

Alissa Ostapenko, Shuly Wintner, Melinda Fricke, Yulia Tsvetkov

Ensembling and Knowledge Distilling of Large Sequence Taggers for Grammatical Error Correction

Maksym Tarnavskyi, Artem Chernodub, Kostiantyn Omelianchuk

Towards Afrocentric NLP for African Languages: Where We Are and Where We Can Go

Ife Adebara, Muhammad Abdul-Mageed

The Trade-offs of Domain Adaptation for Neural Language Models

David Grangier, Dan Iter

DialFact: A Benchmark for Fact-Checking in Dialogue

Prakhar Gupta, Chien-Sheng Wu, Wenhao Liu, Caiming Xiong

Token Dropping for Efficient BERT Pretraining

Le Hou, Richard Yuanzhe Pang, Tianyi Zhou, Yuexin Wu, Xinying Song

The Moral Integrity Corpus: A Benchmark for Ethical Dialogue Systems

Caleb Ziems, Jane A. Yu, Yi-Chia Wang, Alon Y. Halevy, Diyi Yang

FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction

Chen-Yu Lee, Chun-Liang Li, Timothy Dozat, Vincent Perot, Guolong Su

From the Detection of Toxic Spans in Online Discussions to the Analysis of Toxic-to-Civil Transfer

John Pavlopoulos, Léo Laugier, Alexandros Xenos, Jeffrey Sorensen, Ion Androutsopoulos

VALUE: Understanding Dialect Disparity in NLU

Caleb Ziems, Jiaao Chen, Camille Harris, Jessica Anderson, Diyi Yang

Inducing Positive Perspectives with Text Reframing

Caleb Ziems, Minzhi Li, Anthony Zhang, Diyi Yang

An Investigation of the (In)effectiveness of Counterfactually Augmented Data

Nitish Joshi, He He

Continual Sequence Generation with Adaptive Compositional Modules

Yanzhe Zhang, Xuezhi Wang, Diyi Yang

Prompt-free and Efficient Few-shot Learning with Language Models

Rabeeh Karimi Mahabadi, Luke Zettlemoyer, James Henderson, Lambert Mathias, Marzieh Saeidi

ConditionalQA: A Complex Reading Comprehension Dataset with Conditional Answers

Haitian Sun, William Cohen, Ruslan Salakhutdinov

Can Transformer be Too Compositional? Analysing Idiom Processing in Neural Machine Translation

Verna Dankers, Christopher Lucas, Ivan Titov

Making Transformers Solve Compositional Tasks

Santiago Ontanon, Joshua Ainslie, Zachary Fisher, Vaclav Cvicek

Understanding Iterative Revision from Human-Written Text

Wanyu Du, Vipul Raheja, Dhruv Kumar, Zae Myung Kim, Melissa Lopez

How Do We Answer Complex Questions: Discourse Structure of Long-form Answers

Fangyuan Xu, Junyi Jessy Li, Eunsol Choi

Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement

Yangjun Zhang, Pengjie Ren, Wentao Deng, Zhumin Chen, Maarten de Rijke

Upstream Mitigation Is Not All You Need: Testing the Bias Transfer Hypothesis in Pre-Trained Language Models

Ryan Steed, swetasudha panda, Ari Kobren, Michael Wick

NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks

Swaroop Mishra, Arindam Mitra, Neeraj Varshney, Bhavdeep Sachdeva, Peter Clark

Imputing Out-of-Vocabulary Embeddings with LOVE Makes LanguageModels Robust with Little Cost

Lihu Chen, Gael Varoquaux, Fabian Suchanek

Cross-Task Generalization via Natural Language Crowdsourcing Instructions

Swaroop Mishra, Daniel Khashabi, Chitta Baral, Hannaneh Hajishirzi

Investigating Failures of Automatic Translationin the Case of Unambiguous Gender

Adithya Renduchintala, Adina Williams

Multilingual Molecular Representation Learning via Contrastive Pre-training

Zhihui Guo, Pramod Sharma, Andy Martinez, Liang Du, Robin Abraham

Image Retrieval from Contextual Descriptions

Benno Krojer, Vaibhav Adlakha, Vibhav Vineet, Yash Goyal, Edoardo Ponti

ILDAE: Instance-Level Difficulty Analysis of Evaluation Data

Neeraj Varshney, Swaroop Mishra, Chitta Baral

Dataset Geography: Mapping Language Data to Language Users

Fahim Faisal, Yinkai Wang, Antonios Anastasopoulos

Sentence-level Privacy for Document Embeddings

Casey Meehan, Khalil Mrini, Kamalika Chaudhuri

EntSUM: A Data Set for Entity-Centric Extractive Summarization

Mounica Maddela, Mayank Kulkarni, Daniel Preoţiuc-Pietro

Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization

Meng Cao, Yue Dong, Jackie Cheung

Direct Speech-to-Speech Translation With Discrete Units

Ann Lee, Peng-Jen Chen, Changhan Wang, Jiatao Gu, Sravya Popuri

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray

LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing

Dora Jambor, Dzmitry Bahdanau

Interactive Word Completion for Plains Cree

William Lane, Atticus Harrigan, Antti Arppe

Right for the Right Reason: Evidence Extraction for Trustworthy Tabular Reasoning

Vivek Gupta, Shuo Zhang, Alakananda Vempala, Yujie He, Temma Choji

Adaptive Testing and Debugging of NLP Models

Marco Tulio Ribeiro, Scott Lundberg

TruthfulQA: Measuring How Models Mimic Human Falsehoods

Stephanie Lin, Jacob Hilton, Owain Evans

Tailor: Generating and Perturbing Text with Semantic Controls

Alexis Ross, Tongshuang Wu, Hao Peng, Matthew Peters, Matt Gardner

Life after BERT: What do Other Muppets Understand about Language?

Vladislav Lialin, Kevin Zhao, Namrata Shivagunde, Anna Rumshisky

Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data

Shuohang Wang, Yichong Xu, Yuwei Fang, Yang Liu, Siqi Sun

Generated Knowledge Prompting for Commonsense Reasoning

Jiacheng Liu, Alisa Liu, Ximing Lu, Sean Welleck, Peter West

Achieving Conversational Goals with Unsupervised Post-hoc Knowledge Injection

Bodhisattwa Prasad Majumder, Harsh Jhamtani, Taylor Berg-Kirkpatrick, Julian McAuley

On Continual Model Refinement in Out-of-Distribution Data Streams

Bill Yuchen Lin, Sida Wang, Xi Victoria Lin, Robin Jia, Lin Xiao

Misinfo Reaction Frames: Reasoning about Readers’ Reactions to News Headlines

Saadia Gabriel, Skyler Hallinan, Maarten Sap, Pemi Nguyen, Franziska Roesner

Knowledge Enhanced Reflection Generation for Counseling Dialogues

Siqi Shen, Veronica Perez-Rosas, Charles Welch, Soujanya Poria, Rada Mihalcea

Learned Incremental Representations for Parsing

Nikita Kitaev, Thomas Lu, Dan Klein

Automated Crossword Solving

Eric Wallace, Nicholas Tomlin, Albert Xu, Kevin Yang, Eshaan Pathak

ConTinTin: Continual Learning from Task Instructions

Wenpeng Yin, Jia Li, Caiming Xiong