NAACL 2022

1,057 papers

Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem

Ryoma Sato

Sentence-Level Resampling for Named Entity Recognition

Xiaochen Wang, Yue Wang

Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models

Sanghwan Bae, Donghyun Kwak, Sungdong Kim, Donghoon Ham, Soyoung Kang

KroneckerBERT: Significant Compression of Pre-trained Language Models Through Kronecker Decomposition and Knowledge Distillation

Marzieh Tahaei, Ella Charlaix, Vahid Nia, Ali Ghodsi, Mehdi Rezagholizadeh

Reference-free Summarization Evaluation via Semantic Correlation and Compression Ratio

Yizhu Liu, Qi Jia, Kenny Zhu

D2U: Distance-to-Uniform Learning for Out-of-Scope Detection

Eyup Yilmaz, Cagri Toraman

Modeling Exemplification in Long-form Question Answering via Retrieval

Shufan Wang, Fangyuan Xu, Laure Thompson, Eunsol Choi, Mohit Iyyer

Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation

Guangyi Liu, Zichao Yang, Tianhua Tao, Xiaodan Liang, Junwei Bao

Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data

Kemal Kurniawan, Lea Frermann, Philip Schulz, Trevor Cohn

CS1QA: A Dataset for Assisting Code-based Question Answering in an Introductory Programming Course

Changyoon Lee, Yeon Seonwoo, Alice Oh

Event Schema Induction with Double Graph Autoencoders

Xiaomeng Jin, Manling Li, Heng Ji

Multi-Relational Graph Transformer for Automatic Short Answer Grading

Rajat Agarwal, Varun Khurana, Karish Grover, Mukesh Mohania, Vikram Goyal

Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN

Si-An Chen, Jie-Jyun Liu, Tsung-Han Yang, Hsuan-tien Lin, Chih-Jen Lin

Simple Local Attentions Remain Competitive for Long-Context Tasks

Wenhan Xiong, Barlas Oguz, Anchit Gupta, Xilun Chen, Diana Liskovich

Frustratingly Easy System Combination for Grammatical Error Correction

Muhammad Reza Qorib, Seung-Hoon Na, Hwee Tou Ng

All You May Need for VQA are Image Captions

Soravit Changpinyo, Doron Kukliansy, Idan Szpektor, Xi Chen, Nan Ding

MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification

Jianhai Zhang, Mieradilijiang Maimaiti, Gao Xing, Yuanhang Zheng, Ji Zhang

Hero-Gang Neural Model For Named Entity Recognition

Jinpeng Hu, Yaling Shen, Yang Liu, Xiang Wan, Tsung-Hui Chang

Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling

Nuo Chen, Linjun Shou, Ming Gong, Jian Pei, Daxin Jiang

DEGREE: A Data-Efficient Generation-Based Event Extraction Model

I-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee, Scott Miller, Prem Natarajan

MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label setting

Anne Lauscher, Brandon Ko, Bailey Kuehl, Sophie Johnson, Arman Cohan

The Devil is in the Details: On the Pitfalls of Vocabulary Selection in Neural Machine Translation

Tobias Domhan, Eva Hasler, Ke Tran, Sony Trenous, Bill Byrne

Extending Multi-Text Sentence Fusion Resources via Pyramid Annotations

Daniela Brook Weiss, Paul Roit, Ori Ernst, Ido Dagan

Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering

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

RSTGen: Imbuing Fine-Grained Interpretable Control into Long-FormText Generators

Rilwan Adewoyin, Ritabrata Dutta, Yulan He

TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pages

Zihan Zhao, Lu Chen, Ruisheng Cao, Hongshen Xu, Xingyu Chen

Combining Humor and Sarcasm for Improving Political Parody Detection

Xiao Ao, Danae Sánchez Villegas, Daniel Preoţiuc-Pietro, Nikolaos Aletras

BAD-X: Bilingual Adapters Improve Zero-Shot Cross-Lingual Transfer

Marinela Parovic, Goran Glavaš, Ivan Vulić, Anna Korhonen

Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems

Jindřich Helcl, Barry Haddow, Alexandra Birch

Proposition-Level Clustering for Multi-Document Summarization

Ori Ernst, Avi Caciularu, Ori Shapira, Ramakanth Pasunuru, Mohit Bansal

CIAug: Equipping Interpolative Augmentation with Curriculum Learning

Ramit Sawhney, Ritesh Soun, Shrey Pandit, Megh Thakkar, Sarvagya Malaviya

A Study of Syntactic Multi-Modality in Non-Autoregressive Machine Translation

Kexun Zhang, Rui Wang, Xu Tan, Junliang Guo, Yi Ren

ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language Model

Chuyun Deng, Mingxuan Liu, Yue Qin, Jia Zhang, Hai-Xin Duan

Representation Learning for Conversational Data using Discourse Mutual Information Maximization

Bishal Santra, Sumegh Roychowdhury, Aishik Mandal, Vasu Gurram, Atharva Naik

MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset

Yahui Liu, Haoping Yang, Chen Gong, Qingrong Xia, Zhenghua Li

Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models

Pieter Delobelle, Ewoenam Tokpo, Toon Calders, Bettina Berendt

Improving Constituent Representation with Hypertree Neural Networks

Hao Zhou, Gongshen Liu, Kewei Tu

Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awareness

Yun-Zhu Song, Yi-Syuan Chen, Hong-Han Shuai

OPERA: Operation-Pivoted Discrete Reasoning over Text

Yongwei Zhou, Junwei Bao, Chaoqun Duan, Haipeng Sun, Jiahui Liang

Guiding Visual Question Generation

Nihir Vedd, Zixu Wang, Marek Rei, Yishu Miao, Lucia Specia

Implicit n-grams Induced by Recurrence

Xiaobing Sun, Wei Lu

MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation

Simiao Zuo, Qingru Zhang, Chen Liang, Pengcheng He, Tuo Zhao

Aspect Is Not You Need: No-aspect Differential Sentiment Framework for Aspect-based Sentiment Analysis

Jiahao Cao, Rui Liu, Huailiang Peng, Lei Jiang, Xu Bai

Same Neurons, Different Languages: Probing Morphosyntax in Multilingual Pre-trained Models

Karolina Stańczak, Edoardo Ponti, Lucas Torroba Hennigen, Ryan Cotterell, Isabelle Augenstein

SKILL: Structured Knowledge Infusion for Large Language Models

Fedor Moiseev, Zhe Dong, Enrique Alfonseca, Martin Jaggi

Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Media

Lixing Zhu, Zheng Fang, Gabriele Pergola, Robert Procter, Yulan He

BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation

Yuchen Jiang, Tianyu Liu, Shuming Ma, Dongdong Zhang, Jian Yang

Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformation

Giscard Biamby, Grace Luo, Trevor Darrell, Anna Rohrbach

Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction

Jiaxin Yu, Deqing Yang, Shuyu Tian

Beyond Emotion: A Multi-Modal Dataset for Human Desire Understanding

Ao Jia, Yu He, Yazhou Zhang, Sagar Uprety, Dawei Song

Natural Language Inference with Self-Attention for Veracity Assessment of Pandemic Claims

Miguel Arana-Catania, Elena Kochkina, Arkaitz Zubiaga, Maria Liakata, Robert Procter

Many Hands Make Light Work: Using Essay Traits to Automatically Score Essays

Rahul Kumar, Sandeep Mathias, Sriparna Saha, Pushpak Bhattacharyya

Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts

Felix Drinkall, Stefan Zohren, Janet Pierrehumbert

Go Back in Time: Generating Flashbacks in Stories with Event Temporal Prompts

Rujun Han, Hong Chen, Yufei Tian, Nanyun Peng

Label Anchored Contrastive Learning for Language Understanding

Zhenyu Zhang, Yuming Zhao, Meng Chen, Xiaodong He

AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language Models

Yue Yu, Lingkai Kong, Jieyu Zhang, Rongzhi Zhang, Chao Zhang

Pretrained Models for Multilingual Federated Learning

Orion Weller, Marc Marone, Vladimir braverman, Dawn Lawrie, Benjamin Van Durme

Quality-Aware Decoding for Neural Machine Translation

Patrick Fernandes, António Farinhas, Ricardo Rei, José G. C. de Souza, Perez Ogayo

Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning

Haiyan Yin, Dingcheng Li, Ping Li

On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data

Kabir Ahuja, Monojit Choudhury, Sandipan Dandapat

Hatemoji: A Test Suite and Adversarially-Generated Dataset for Benchmarking and Detecting Emoji-Based Hate

Hannah Kirk, Bertie Vidgen, Paul Röttger, Tristan Thrush, Scott A. Hale

Efficient Hierarchical Domain Adaptation for Pretrained Language Models

Alexandra Chronopoulou, Matthew Peters, Jesse Dodge

Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation

Deeksha Varshney, Akshara Prabhakar, Asif Ekbal

Quantifying Synthesis and Fusion and their Impact on Machine Translation

Arturo Oncevay, Duygu Ataman, Niels Van Berkel, Barry Haddow, Alexandra Birch

Sort by Structure: Language Model Ranking as Dependency Probing

Max Müller-Eberstein, Rob van der Goot, Barbara Plank

Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models

Yang Trista Cao, Anna Sotnikova, Hal Daume III, Rachel Rudinger, Linda Zou

Context-Aware Abbreviation Expansion Using Large Language Models

Shanqing Cai, Subhashini Venugopalan, Katrin Tomanek, Ajit Narayanan, Meredith Morris

MultiSpanQA: A Dataset for Multi-Span Question Answering

Haonan Li, Martin Tomko, Maria Vasardani, Timothy Baldwin

DISAPERE: A Dataset for Discourse Structure in Peer Review Discussions

Neha Nayak Kennard, Tim O’Gorman, Rajarshi Das, Akshay Sharma, Chhandak Bagchi

Cross-Domain Detection of GPT-2-Generated Technical Text

Juan Diego Rodriguez, Todd Hay, David Gros, Zain Shamsi, Ravi Srinivasan

Towards a Progression-Aware Autonomous Dialogue Agent

Abraham Sanders, Tomek Strzalkowski, Mei Si, Albert Chang, Deepanshu Dey

Unsupervised Slot Schema Induction for Task-oriented Dialog

Dian Yu, Mingqiu Wang, Yuan Cao, Izhak Shafran, Laurent Shafey

Database Search Results Disambiguation for Task-Oriented Dialog Systems

Kun Qian, Satwik Kottur, Ahmad Beirami, Shahin Shayandeh, Paul Crook

Probing via Prompting

Jiaoda Li, Ryan Cotterell, Mrinmaya Sachan

CoSe-Co: Text Conditioned Generative CommonSense Contextualizer

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

DREAM: Improving Situational QA by First Elaborating the Situation

Yuling Gu, Bhavana Dalvi, Peter Clark

Masked Part-Of-Speech Model: Does Modeling Long Context Help Unsupervised POS-tagging?

Xiang Zhou, Shiyue Zhang, Mohit Bansal

Inducing and Using Alignments for Transition-based AMR Parsing

Andrew Drozdov, Jiawei Zhou, Radu Florian, Andrew McCallum, Tahira Naseem

Yes, No or IDK: The Challenge of Unanswerable Yes/No Questions

Elior Sulem, Jamaal Hay, Dan Roth

EmpHi: Generating Empathetic Responses with Human-like Intents

Mao Yan Chen, Siheng Li, Yujiu Yang

AmbiPun: Generating Humorous Puns with Ambiguous Context

Anirudh Mittal, Yufei Tian, Nanyun Peng

Socially Aware Bias Measurements for Hindi Language Representations

Vijit Malik, Sunipa Dev, Akihiro Nishi, Nanyun Peng, Kai-Wei Chang

ScAN: Suicide Attempt and Ideation Events Dataset

Bhanu Pratap Singh Rawat, Samuel Kovaly, Hong Yu, Wilfred Pigeon

FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive Summarization

David Wan, Mohit Bansal

DocTime: A Document-level Temporal Dependency Graph Parser

Puneet Mathur, Vlad Morariu, Verena Kaynig-Fittkau, Jiuxiang Gu, Franck Dernoncourt

On Curriculum Learning for Commonsense Reasoning

Adyasha Maharana, Mohit Bansal

When a sentence does not introduce a discourse entity, Transformer-based models still sometimes refer to it

Sebastian Schuster, Tal Linzen

KAT: A Knowledge Augmented Transformer for Vision-and-Language

Liangke Gui, Borui Wang, Qiuyuan Huang, Alexander Hauptmann, Yonatan Bisk

Provably Confidential Language Modelling

Xuandong Zhao, Lei Li, Yu-Xiang Wang

OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering

Zhengbao Jiang, Yi Mao, Pengcheng He, Graham Neubig, Weizhu Chen

Abstraction not Memory: BERT and the English Article System

Harish Tayyar Madabushi, Dagmar Divjak, Petar Milin

CoSIm: Commonsense Reasoning for Counterfactual Scene Imagination

Hyounghun Kim, Abhay Zala, Mohit Bansal

CompactIE: Compact Facts in Open Information Extraction

Farima Fatahi Bayat, Nikita Bhutani, H. Jagadish

WALNUT: A Benchmark on Semi-weakly Supervised Learning for Natural Language Understanding

Guoqing Zheng, Giannis Karamanolakis, Kai Shu, Ahmed Awadallah

Textless Speech-to-Speech Translation on Real Data

Ann Lee, Hongyu Gong, Paul-Ambroise Duquenne, Holger Schwenk, Peng-Jen Chen

Generating Repetitions with Appropriate Repeated Words

Toshiki Kawamoto, Hidetaka Kamigaito, Kotaro Funakoshi, Manabu Okumura

GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering

Yoonseok Yang, Kyu Seok Kim, Minsam Kim, Juneyoung Park

Teaching BERT to Wait: Balancing Accuracy and Latency for Streaming Disfluency Detection

Angelica Chen, Vicky Zayats, Daniel Walker, Dirk Padfield

Explaining Toxic Text via Knowledge Enhanced Text Generation

Rohit Sridhar, Diyi Yang

PARADISE: Exploiting Parallel Data for Multilingual Sequence-to-Sequence Pretraining

Machel Reid, Mikel Artetxe