NAACL 2022

1,057 papers

KD-VLP: Improving End-to-End Vision-and-Language Pretraining with Object Knowledge Distillation

Yongfei Liu, Chenfei Wu, Shao-Yen Tseng, VASUDEV LAL, Xuming He

DISARM: Detecting the Victims Targeted by Harmful Memes

Shivam Sharma, Md Shad Akhtar, Preslav Nakov, Tanmoy Chakraborty

Hierarchical Transformers Are More Efficient Language Models

Piotr Nawrot, Szymon Tworkowski, Michał Tyrolski, LUKASZ KAISER, Yuhuai Wu

White-box Testing of NLP models with Mask Neuron Coverage

Arshdeep Sekhon, Yangfeng Ji, Matthew Dwyer, Yanjun Qi

UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering

Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko

Domain-matched Pre-training Tasks for Dense Retrieval

Barlas Oguz, Kushal Lakhotia, Anchit Gupta, Patrick Lewis, Vladimir Karpukhin

Efficient Few-Shot Fine-Tuning for Opinion Summarization

Arthur Bražinskas, Ramesh Nallapati, Mohit Bansal, Markus Dreyer

Temporal Attention for Language Models

Guy D. Rosin, Kira Radinsky

MixQG: Neural Question Generation with Mixed Answer Types

Lidiya Murakhovs’ka, Chien-Sheng Wu, Philippe Laban, Tong Niu, Wenhao Liu

BitextEdit: Automatic Bitext Editing for Improved Low-Resource Machine Translation

Eleftheria Briakou, Sida Wang, Luke Zettlemoyer, Marjan Ghazvininejad

Exploring Neural Models for Query-Focused Summarization

Jesse Vig, Alexander Fabbri, Wojciech Kryscinski, Chien-Sheng Wu, Wenhao Liu

Pathway2Text: Dataset and Method for Biomedical Pathway Description Generation

Junwei Yang, Zequn Liu, Ming Zhang, Sheng wang

All Information is Valuable: Question Matching over Full Information Transmission Network

Le Qi, Yu Zhang, Qingyu Yin, Guidong Zheng, Wen Junjie

Improving Few-Shot Image Classification Using Machine- and User-Generated Natural Language Descriptions

Kosuke Nishida, Kyosuke Nishida, Shuichi Nishioka

Learn To Remember: Transformer with Recurrent Memory for Document-Level Machine Translation

Yukun Feng, Feng Li, Ziang Song, Boyuan Zheng, Philipp Koehn

Unbiased Math Word Problems Benchmark for Mitigating Solving Bias

Zhicheng Yang, Jinghui Qin, Jiaqi Chen, Xiaodan Liang

RAIL-KD: RAndom Intermediate Layer Mapping for Knowledge Distillation

Md Akmal Haidar, Nithin Anchuri, Mehdi Rezagholizadeh, Abbas Ghaddar, Philippe Langlais

Empowering parameter-efficient transfer learning by recognizing the kernel structure in self-attention

Yifan Chen, Devamanyu Hazarika, Mahdi Namazifar, Yang Liu, Di Jin

POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection

Yujian Liu, Xinliang Frederick Zhang, David Wegsman, Nick Beauchamp, Lu Wang

Low-resource Entity Set Expansion: A Comprehensive Study on User-generated Text

Yutong Shao, Nikita Bhutani, Sajjadur Rahman, Estevam Hruschka

ALLSH: Active Learning Guided by Local Sensitivity and Hardness

Shujian Zhang, Chengyue Gong, Xingchao Liu, Pengcheng He, Weizhu Chen

BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla

Abhik Bhattacharjee, Tahmid Hasan, Wasi Ahmad, Kazi Samin Mubasshir, Md Saiful Islam

Target-Guided Dialogue Response Generation Using Commonsense and Data Augmentation

Prakhar Gupta, Harsh Jhamtani, Jeffrey Bigham

To Answer or Not To Answer? Improving Machine Reading Comprehension Model with Span-based Contrastive Learning

Yunjie Ji, Liangyu Chen, Chenxiao Dou, Baochang Ma, Xiangang Li

Syntax Controlled Knowledge Graph-to-Text Generation with Order and Semantic Consistency

Jin Liu, Chongfeng Fan, Zhou Fengyu, Huijuan Xu

A Survey on Stance Detection for Mis- and Disinformation Identification

Momchil Hardalov, Arnav Arora, Preslav Nakov, Isabelle Augenstein

FAtNet: Cost-Effective Approach Towards Mitigating the Linguistic Bias in Speaker Verification Systems

Divya V Sharma, Arun Balaji Buduru

Retrieval-Augmented Multilingual Keyphrase Generation with Retriever-Generator Iterative Training

Yifan Gao, Qingyu Yin, Zheng Li, Rui Meng, Tong Zhao

End-to-end Spoken Conversational Question Answering: Task, Dataset and Model

Chenyu You, Nuo Chen, Fenglin Liu, Shen Ge, Xian Wu

Towards Computationally Feasible Deep Active Learning

Akim Tsvigun, Artem Shelmanov, Gleb Kuzmin, Leonid Sanochkin, Daniil Larionov

DecBERT: Enhancing the Language Understanding of BERT with Causal Attention Masks

Ziyang Luo, Yadong Xi, Jing Ma, Zhiwei Yang, Xiaoxi Mao

Dangling-Aware Entity Alignment with Mixed High-Order Proximities

Juncheng Liu, Zequn Sun, Bryan Hooi, Yiwei Wang, Dayiheng Liu

Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary Tasks

Şaziye Betül Özateş, Arzucan Özgür, Tunga Güngör, Özlem Çetinoğlu

Speeding Up Entmax

Maxat Tezekbayev, Vassilina Nikoulina, Matthias Gallé, Zhenisbek Assylbekov

OTExtSum: Extractive Text Summarisation with Optimal Transport

Peggy Tang, Kun Hu, Rui Yan, Lei Zhang, Junbin Gao

Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection

Vaibhav Varshney, Mayur Patidar, Rajat Kumar, Lovekesh Vig, Gautam Shroff

Phrase-level Textual Adversarial Attack with Label Preservation

Yibin Lei, Yu Cao, Dianqi Li, Tianyi Zhou, Meng Fang

Seeing the wood for the trees: a contrastive regularization method for the low-resource Knowledge Base Question Answering

Junping Liu, Shijie Mei, Xinrong Hu, Xun Yao, jie Yang

RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning

Yaqing Wang, Xin Tian, Haoyi Xiong, Yueyang Li, Zeyu Chen

CODE-MVP: Learning to Represent Source Code from Multiple Views with Contrastive Pre-Training

Xin Wang, Yasheng Wang, Yao Wan, Jiawei Wang, Pingyi Zhou

A Self-supervised Joint Training Framework for Document Reranking

Xiaozhi Zhu, Tianyong Hao, Sijie Cheng, Fu Lee Wang, Hai Liu

”Diversity and Uncertainty in Moderation” are the Key to Data Selection for Multilingual Few-shot Transfer

Shanu Kumar, Sandipan Dandapat, Monojit Choudhury

Probing the Role of Positional Information in Vision-Language Models

Philipp J. Rösch, Jindřich Libovický

Masked Summarization to Generate Factually Inconsistent Summaries for Improved Factual Consistency Checking

Hwanhee Lee, Kang Min Yoo, Joonsuk Park, Hwaran Lee, Kyomin Jung

Restoring Hebrew Diacritics Without a Dictionary

Elazar Gershuni, Yuval Pinter

MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving

Zhenwen Liang, Jipeng Zhang, Lei Wang, Wei Qin, Yunshi Lan

QLEVR: A Diagnostic Dataset for Quantificational Language and Elementary Visual Reasoning

Zechen Li, Anders Søgaard

MM-Claims: A Dataset for Multimodal Claim Detection in Social Media

Gullal Singh Cheema, Sherzod Hakimov, Abdul Sittar, Eric Muller-Budack, Christian Otto

SHARP: Search-Based Adversarial Attack for Structured Prediction

Liwen Zhang, Zixia Jia, Wenjuan Han, Zilong Zheng, Kewei Tu

Self-Training with Differentiable Teacher

Simiao Zuo, Yue Yu, Chen Liang, Haoming Jiang, Siawpeng Er

An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models

Victor Steinborn, Philipp Dufter, Haris Jabbar, Hinrich Schuetze

Improving Contextual Representation with Gloss Regularized Pre-training

Yu Lin, Zhecheng An, Peihao Wu, Zejun Ma

Learning Rich Representation of Keyphrases from Text

Mayank Kulkarni, Debanjan Mahata, Ravneet Arora, Rajarshi Bhowmik

Efficient Learning of Multiple NLP Tasks via Collective Weight Factorization on BERT

Christos Papadopoulos, Yannis Panagakis, Manolis Koubarakis, Mihalis Nicolaou

The Limits of Word Level Differential Privacy

Justus Mattern, Benjamin Weggenmann, Florian Kerschbaum

Attention Fusion: a light yet efficient late fusion mechanism for task adaptation in NLU

Jin Cao, Chandana Satya Prakash, Wael Hamza

Empathetic Persuasion: Reinforcing Empathy and Persuasiveness in Dialogue Systems

Azlaan Mustafa Samad, Kshitij Mishra, Mauajama Firdaus, Asif Ekbal

Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment

Yujian Gan, Xinyun Chen, Qiuping Huang, Matthew Purver

Learning to Embed Multi-Modal Contexts for Situated Conversational Agents

Haeju Lee, Oh Joon Kwon, Yunseon Choi, Minho Park, Ran Han

MultiNERD: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition (and Disambiguation)

Simone Tedeschi, Roberto Navigli

Permutation Invariant Strategy Using Transformer Encoders for Table Understanding

Sarthak Dash, Sugato Bagchi, Nandana Mihindukulasooriya, Alfio Gliozzo

A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis

Ehsan Hosseini-Asl, Wenhao Liu, Caiming Xiong

LM-CORE: Language Models with Contextually Relevant External Knowledge

Jivat Kaur, Sumit Bhatia, Milan Aggarwal, Rachit Bansal, Balaji Krishnamurthy

Challenging America: Modeling language in longer time scales

Jakub Pokrywka, Filip Graliński, Krzysztof Jassem, Karol Kaczmarek, Krzysztof Jurkiewicz

LongT5: Efficient Text-To-Text Transformer for Long Sequences

Mandy Guo, Joshua Ainslie, David Uthus, Santiago Ontanon, Jianmo Ni

A Versatile Adaptive Curriculum Learning Framework for Task-oriented Dialogue Policy Learning

Yang Zhao, Hua Qin, Wang Zhenyu, Changxi Zhu, Shihan Wang

Data Augmentation for Low-Resource Dialogue Summarization

Yongtai Liu, Joshua Maynez, Gonçalo Simões, Shashi Narayan

Entity Cloze By Date: What LMs Know About Unseen Entities

Yasumasa Onoe, Michael Zhang, Eunsol Choi, Greg Durrett

LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework

Mengjie Zhao, Fei Mi, Yasheng Wang, Minglei Li, Xin Jiang

Opponent Modeling in Negotiation Dialogues by Related Data Adaptation

Kushal Chawla, Gale Lucas, Jonathan May, Jonathan Gratch

Language Models for Code-switch Detection of te reo Māori and English in a Low-resource Setting

Jesin James, Vithya Yogarajan, Isabella Shields, Catherine Watson, Peter Keegan

CLEAR: Improving Vision-Language Navigation with Cross-Lingual, Environment-Agnostic Representations

Jialu Li, Hao Tan, Mohit Bansal

CoCoA-MT: A Dataset and Benchmark for Contrastive Controlled MT with Application to Formality

Maria Nǎdejde, Anna Currey, Benjamin Hsu, Xing Niu, Marcello Federico

StATIK: Structure and Text for Inductive Knowledge Graph Completion

Elan Markowitz, Keshav Balasubramanian, Mehrnoosh Mirtaheri, Murali Annavaram, Aram Galstyan

Instilling Type Knowledge in Language Models via Multi-Task QA

Shuyang Li, Mukund Sridhar, Chandana Satya Prakash, Jin Cao, Wael Hamza

Penn-Helsinki Parsed Corpus of Early Modern English: First Parsing Results and Analysis

Seth Kulick, Neville Ryant, Beatrice Santorini

Anti-Overestimation Dialogue Policy Learning for Task-Completion Dialogue System

Chang Tian, Wenpeng Yin, Marie-Francine Moens

On Measuring Social Biases in Prompt-Based Multi-Task Learning

Afra Feyza Akyürek, Sejin Paik, Muhammed Kocyigit, Seda Akbiyik, Serife Leman Runyun

Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity

Valentin Hofmann, Xiaowen Dong, Janet Pierrehumbert, Hinrich Schuetze

Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control

Haopeng Zhang, Semih Yavuz, Wojciech Kryscinski, Kazuma Hashimoto, Yingbo Zhou

Fine-grained Image Captioning with CLIP Reward

Jaemin Cho, Seunghyun Yoon, Ajinkya Kale, Franck Dernoncourt, Trung Bui

Harmless Transfer Learning for Item Embeddings

Chengyue Gong, Xiaocong Du, Dhruv Choudhary, Bhargav Bhushanam, Qiang Liu

A Question-Answer Driven Approach to Reveal Affirmative Interpretations from Verbal Negations

Md Mosharaf Hossain, Luke Holman, Anusha Kakileti, Tiffany Kao, Nathan Brito

Multimodal Intent Discovery from Livestream Videos

Adyasha Maharana, Quan Tran, Franck Dernoncourt, Seunghyun Yoon, Trung Bui

Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner

Danilo Neves Ribeiro, Shen Wang, Xiaofei Ma, Rui Dong, Xiaokai Wei

Improving Few-Shot Relation Classification by Prototypical Representation Learning with Definition Text

Li Zhenzhen, Yuyang Zhang, Jian-Yun Nie, Dongsheng Li

Literature-Augmented Clinical Outcome Prediction

Aakanksha Naik, Sravanthi Parasa, Sergey Feldman, Lucy Lu Wang, Tom Hope

DOCmT5: Document-Level Pretraining of Multilingual Language Models

Chia-Hsuan Lee, Aditya Siddhant, Viresh Ratnakar, Melvin Johnson

Few-Shot Self-Rationalization with Natural Language Prompts

Ana Marasović, Iz Beltagy, Doug Downey, Matthew Peters

From Cognitive to Computational Modeling: Text-based Risky Decision-Making Guided by Fuzzy Trace Theory

Jaron Mar, Jiamou Liu

Extracting Temporal Event Relation with Syntax-guided Graph Transformer

Shuaicheng Zhang, Qiang Ning, Lifu Huang

TEAM: A multitask learning based Taxonomy Expansion approach for Attach and Merge

Bornali Phukon, Anasua Mitra, Ranbir Sanasam, Priyankoo Sarmah

One Size Does Not Fit All: The Case for Personalised Word Complexity Models

Sian Gooding, Manuel Tragut

Learning to repair: Repairing model output errors after deployment using a dynamic memory of feedback

Niket Tandon, Aman Madaan, Peter Clark, Yiming Yang

PCEE-BERT: Accelerating BERT Inference via Patient and Confident Early Exiting

Zhen Zhang, Wei Zhu, Jinfan Zhang, Peng Wang, Rize Jin

Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision

Yang Li, Guodong Long, Tao Shen, Jing Jiang

Exploring the Value of Multi-View Learning for Session-Aware Query Representation

Diego Ortiz, Jose Moreno, Gilles Hubert, Karen Pinel-Sauvagnat, Lynda Tamine

Design Challenges for a Multi-Perspective Search Engine

Sihao Chen, Siyi Liu, Xander Uyttendaele, Yi Zhang, William Bruno

A Framework to Generate High-Quality Datapoints for Multiple Novel Intent Detection

Ankan Mullick, Sukannya Purkayastha, Pawan Goyal, Niloy Ganguly

Zero-shot Cross-lingual Conversational Semantic Role Labeling

Han Wu, Haochen Tan, Kun Xu, Shuqi Liu, Lianwei Wu