NAACL 2022

1,057 papers

Learning to Transfer Prompts for Text Generation

Junyi Li, Tianyi Tang, Jian-Yun Nie, Ji-Rong Wen, Xin Zhao

DocAMR: Multi-Sentence AMR Representation and Evaluation

Tahira Naseem, Austin Blodgett, Sadhana Kumaravel, Tim O’Gorman, Young-Suk Lee

Lifting the Curse of Multilinguality by Pre-training Modular Transformers

Jonas Pfeiffer, Naman Goyal, Xi Victoria Lin, Xian Li, James Cross

Transparent Human Evaluation for Image Captioning

Jungo Kasai, Keisuke Sakaguchi, Lavinia Dunagan, Jacob Morrison, Ronan Le Bras

Improving Neural Models for Radiology Report Retrieval with Lexicon-based Automated Annotation

Luyao Shi, Tanveer Syeda-Mahmood, Tyler Baldwin

UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis

FatemehSadat Mireshghallah, Vaishnavi Shrivastava, Milad Shokouhi, Taylor Berg-Kirkpatrick, Robert Sim

TWEETSPIN: Fine-grained Propaganda Detection in Social Media Using Multi-View Representations

Prashanth Vijayaraghavan, Soroush Vosoughi

Recognition of They/Them as Singular Personal Pronouns in Coreference Resolution

Connor Baumler, Rachel Rudinger

On the Use of Bert for Automated Essay Scoring: Joint Learning of Multi-Scale Essay Representation

Yongjie Wang, Chuang Wang, Ruobing Li, Hui Lin

Multimodal Dialogue State Tracking

Hung Le, Nancy Chen, Steven Hoi

VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems

Hung Le, Nancy Chen, Steven Hoi

CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking

Xuming Hu, Zhijiang Guo, GuanYu Wu, Aiwei Liu, Lijie Wen

Persona-Guided Planning for Controlling the Protagonist’s Persona in Story Generation

Zhexin Zhang, Jiaxin Wen, Jian Guan, Minlie Huang

Tricks for Training Sparse Translation Models

Dheeru Dua, Shruti Bhosale, Vedanuj Goswami, James Cross, Mike Lewis

Crossroads, Buildings and Neighborhoods: A Dataset for Fine-grained Location Recognition

Pei Chen, Haotian Xu, Cheng Zhang, Ruihong Huang

LUNA: Learning Slot-Turn Alignment for Dialogue State Tracking

Yifan Wang, Jing Zhao, Junwei Bao, Chaoqun Duan, Youzheng Wu

Stylized Knowledge-Grounded Dialogue Generation via Disentangled Template Rewriting

Qingfeng Sun, Can Xu, Huang Hu, Yujing Wang, Jian Miao

Towards Efficient NLP: A Standard Evaluation and A Strong Baseline

Xiangyang Liu, Tianxiang Sun, Junliang He, Jiawen Wu, Lingling Wu

Clues Before Answers: Generation-Enhanced Multiple-Choice QA

Zixian Huang, Ao Wu, Jiaying Zhou, Yu Gu, Yue Zhao

Global Entity Disambiguation with BERT

Ikuya Yamada, Koki Washio, Hiroyuki Shindo, Yuji Matsumoto

Unsupervised Paraphrasability Prediction for Compound Nominalizations

John Sie Yuen Lee, Ho Hung Lim, Carol Webster

FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations

Leonardo F. R. Ribeiro, Mengwen Liu, Iryna Gurevych, Markus Dreyer, Mohit Bansal

Neural Language Taskonomy: Which NLP Tasks are the most Predictive of fMRI Brain Activity?

Subba Reddy Oota, Jashn Arora, Veeral Agarwal, Mounika Marreddy, Manish Gupta

Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding

Zeming Chen, Qiyue Gao

A Dataset for N-ary Relation Extraction of Drug Combinations

Aryeh Tiktinsky, Vijay Viswanathan, Danna Niezni, Dana Meron Azagury, Yosi Shamay

ITA: Image-Text Alignments for Multi-Modal Named Entity Recognition

Xinyu Wang, Min Gui, Yong Jiang, Zixia Jia, Nguyen Bach

Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption

Garam Lee, Minsoo Kim, Jai Hyun Park, Seung-won Hwang, Jung Hee Cheon

Efficient Constituency Tree based Encoding for Natural Language to Bash Translation

Shikhar Bharadwaj, Shirish Shevade

Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text Generation

Shumpei Inoue, Tsungwei Liu, Son Nguyen, Minh-Tien Nguyen

NeuS: Neutral Multi-News Summarization for Mitigating Framing Bias

Nayeon Lee, Yejin Bang, Tiezheng Yu, Andrea Madotto, Pascale Fung

MuCGEC: a Multi-Reference Multi-Source Evaluation Dataset for Chinese Grammatical Error Correction

Yue Zhang, Zhenghua Li, Zuyi Bao, Jiacheng Li, Bo Zhang

Boosted Dense Retriever

Patrick Lewis, Barlas Oguz, Wenhan Xiong, Fabio Petroni, Scott Yih

Analyzing Encoded Concepts in Transformer Language Models

Hassan Sajjad, Nadir Durrani, Fahim Dalvi, Firoj Alam, Abdul Khan

Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis

Yiwei Wang, Muhao Chen, Wenxuan Zhou, Yujun Cai, Yuxuan Liang

A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation

David Ifeoluwa Adelani, Jesujoba Oluwadara Alabi, Angela Fan, Julia Kreutzer, Xiaoyu Shen

Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss

Hanzhang Zhou, Kezhi Mao

Features or Spurious Artifacts? Data-centric Baselines for Fair and Robust Hate Speech Detection

Alan Ramponi, Sara Tonelli

Low Resource Style Transfer via Domain Adaptive Meta Learning

Xiangyang Li, Xiang Long, Yu Xia, Sujian Li

Progressive Class Semantic Matching for Semi-supervised Text Classification

Haiming Xu, Lingqiao Liu, Ehsan Abbasnejad

Incorporating Centering Theory into Neural Coreference Resolution

Haixia Chai, Michael Strube

Domain Confused Contrastive Learning for Unsupervised Domain Adaptation

Quanyu Long, Tianze Luo, Wenya Wang, Sinno Pan

Interpretable Proof Generation via Iterative Backward Reasoning

Hanhao Qu, Yu Cao, Jun Gao, Liang Ding, Ruifeng Xu

PPL-MCTS: Constrained Textual Generation Through Discriminator-Guided MCTS Decoding

Antoine Chaffin, Vincent Claveau, Ewa Kijak

Triggerless Backdoor Attack for NLP Tasks with Clean Labels

Leilei Gan, Jiwei Li, Tianwei Zhang, Xiaoya Li, Yuxian Meng

Are All the Datasets in Benchmark Necessary? A Pilot Study of Dataset Evaluation for Text Classification

Yang Xiao, Jinlan Fu, See-Kiong Ng, Pengfei Liu

Document-Level Relation Extraction with Sentences Importance Estimation and Focusing

Wang Xu, Kehai Chen, Lili Mou, Tiejun Zhao

Modal Dependency Parsing via Language Model Priming

Jiarui Yao, Nianwen Xue, Bonan Min

Improving Entity Disambiguation by Reasoning over a Knowledge Base

Tom Ayoola, Joseph Fisher, Andrea Pierleoni

Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion

Huda Hakami, Mona Hakami, Angrosh Mandya, Danushka Bollegala

The USMLE® Step 2 Clinical Skills Patient Note Corpus

Victoria Yaneva, Janet Mee, Le Ha, Polina Harik, Michael Jodoin

Long Context Question Answering via Supervised Contrastive Learning

Avi Caciularu, Ido Dagan, Jacob Goldberger, Arman Cohan

Do Trajectories Encode Verb Meaning?

Dylan Ebert, Chen Sun, Ellie Pavlick

Selective Differential Privacy for Language Modeling

Weiyan Shi, Aiqi Cui, Evan Li, Ruoxi Jia, Zhou Yu

Robust Conversational Agents against Imperceptible Toxicity Triggers

Ninareh Mehrabi, Ahmad Beirami, Fred Morstatter, Aram Galstyan

Using Natural Sentence Prompts for Understanding Biases in Language Models

Sarah Alnegheimish, Alicia Guo, Yi Sun

Enhancing Knowledge Selection for Grounded Dialogues via Document Semantic Graphs

Sha Li, Mahdi Namazifar, Di Jin, Mohit Bansal, Heng Ji

MetaICL: Learning to Learn In Context

Sewon Min, Mike Lewis, Luke Zettlemoyer, Hannaneh Hajishirzi

Dynamic Gazetteer Integration in Multilingual Models for Cross-Lingual and Cross-Domain Named Entity Recognition

Besnik Fetahu, Anjie Fang, Oleg Rokhlenko, Shervin Malmasi

Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization

Prasetya Utama, Joshua Bambrick, Nafise Moosavi, Iryna Gurevych

Multi-Domain Targeted Sentiment Analysis

Orith Toledo-Ronen, Matan Orbach, Yoav Katz, Noam Slonim

Gender Bias in Masked Language Models for Multiple Languages

Masahiro Kaneko, Aizhan Imankulova, Danushka Bollegala, Naoaki Okazaki

Federated Learning with Noisy User Feedback

Rahul Sharma, Anil Ramakrishna, Ansel MacLaughlin, Anna Rumshisky, Jimit Majmudar

Don’t sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks

Jonathan Rusert, Padmini Srinivasan

Re2G: Retrieve, Rerank, Generate

Michael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury, Ankita Naik, Pengshan Cai

Learning to Retrieve Passages without Supervision

Ori Ram, Gal Shachaf, Omer Levy, Jonathan Berant, Amir Globerson

Necessity and Sufficiency for Explaining Text Classifiers: A Case Study in Hate Speech Detection

Esma Balkir, Isar Nejadgholi, Kathleen Fraser, Svetlana Kiritchenko

Learning To Retrieve Prompts for In-Context Learning

Ohad Rubin, Jonathan Herzig, Jonathan Berant

Unified Semantic Typing with Meaningful Label Inference

James Y. Huang, Bangzheng Li, Jiashu Xu, Muhao Chen

A Structured Span Selector

Tianyu Liu, Yuchen Jiang, Ryan Cotterell, Mrinmaya Sachan

How Gender Debiasing Affects Internal Model Representations, and Why It Matters

Hadas Orgad, Seraphina Goldfarb-Tarrant, Yonatan Belinkov

QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization

Alexander Fabbri, Chien-Sheng Wu, Wenhao Liu, Caiming Xiong

Training Mixed-Domain Translation Models via Federated Learning

Peyman Passban, Tanya Roosta, Rahul Gupta, Ankit Chadha, Clement Chung

Data Augmentation with Dual Training for Offensive Span Detection

Nasim Nouri

Interactive Query-Assisted Summarization via Deep Reinforcement Learning

Ori Shapira, Ramakanth Pasunuru, Mohit Bansal, Ido Dagan, Yael Amsterdamer

Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning

Vishakh Padmakumar, Leonard Lausen, Miguel Ballesteros, Sheng Zha, He He

Text Style Transfer via Optimal Transport

Nasim Nouri

Paragraph-based Transformer Pre-training for Multi-Sentence Inference

Luca Di Liello, Siddhant Garg, Luca Soldaini, Alessandro Moschitti

AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization

Alexander Fabbri, xiaojian wu, Srini Iyer, Haoran Li, Mona Diab

What do tokens know about their characters and how do they know it?

Ayush Kaushal, Kyle Mahowald

WiC = TSV = WSD: On the Equivalence of Three Semantic Tasks

Bradley Hauer, Grzegorz Kondrak

Cheat Codes to Quantify Missing Source Information in Neural Machine Translation

Proyag Pal, Kenneth Heafield

Combating the Curse of Multilinguality in Cross-Lingual WSD by Aligning Sparse Contextualized Word Representations

Gábor Berend

SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling

Forrest Bao, Ge Luo, Hebi Li, Minghui Qiu, Yinfei Yang

A Shoulder to Cry on: Towards A Motivational Virtual Assistant for Assuaging Mental Agony

Tulika Saha, Saichethan Reddy, Anindya Das, Sriparna Saha, Pushpak Bhattacharyya

Does Summary Evaluation Survive Translation to Other Languages?

Spencer Braun, Oleg Vasilyev, Neslihan Iskender, John Bohannon

LITE: Intent-based Task Representation Learning Using Weak Supervision

Naoki Otani, Michael Gamon, Sujay Kumar Jauhar, Mei Yang, Sri Raghu Malireddi

SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction

Yuxin Xiao, Zecheng Zhang, Yuning Mao, Carl Yang, Jiawei Han

Towards Understanding Large-Scale Discourse Structures in Pre-Trained and Fine-Tuned Language Models

Patrick Huber, Giuseppe Carenini

Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models

Qinyuan Ye, Madian Khabsa, Mike Lewis, Sinong Wang, Xiang Ren

GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval

Kexin Wang, Nandan Thakur, Nils Reimers, Iryna Gurevych

Do Prompt-Based Models Really Understand the Meaning of Their Prompts?

Albert Webson, Ellie Pavlick

MINION: a Large-Scale and Diverse Dataset for Multilingual Event Detection

Amir Pouran Ben Veyseh, Minh Van Nguyen, Franck Dernoncourt, Thien Nguyen

End-to-End Chinese Speaker Identification

Dian Yu, Ben Zhou, Dong Yu

Learning to Express in Knowledge-Grounded Conversation

Xueliang Zhao, Tingchen Fu, Chongyang Tao, Wei Wu, Dongyan Zhao

Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning

Yu Jin Kim, Beong-woo Kwak, Youngwook Kim, Reinald Kim Amplayo, Seung-won Hwang

Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks

Akari Asai, Matt Gardner, Hannaneh Hajishirzi

On Systematic Style Differences between Unsupervised and Supervised MT and an Application for High-Resource Machine Translation

Kelly Marchisio, Markus Freitag, David Grangier

Generic and Trend-aware Curriculum Learning for Relation Extraction

Nidhi Vakil, Hadi Amiri

Locally Aggregated Feature Attribution on Natural Language Model Understanding

Sheng Zhang, Jin Wang, Haitao Jiang, Rui Song

On the Diversity and Limits of Human Explanations

Chenhao Tan