ACL 2022

1,617 papers

RELiC: Retrieving Evidence for Literary Claims

Katherine Thai, Yapei Chang, Kalpesh Krishna, Mohit Iyyer

The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail

Samuel Bowman

ABC: Attention with Bounded-memory Control

Hao Peng, Jungo Kasai, Nikolaos Pappas, Dani Yogatama, Zhaofeng Wu

Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings

Kalpesh Krishna, Deepak Nathani, Xavier Garcia, Bidisha Samanta, Partha Talukdar

On the Robustness of Offensive Language Classifiers

Jonathan Rusert, Zubair Shafiq, Padmini Srinivasan

Neural reality of argument structure constructions

Bai Li, Zining Zhu, Guillaume Thomas, Frank Rudzicz, Yang Xu

SciNLI: A Corpus for Natural Language Inference on Scientific Text

Mobashir Sadat, Cornelia Caragea

Weakly Supervised Word Segmentation for Computational Language Documentation

Shu Okabe, Laurent Besacier, François Yvon

Adversarial Authorship Attribution for Deobfuscation

Wanyue Zhai, Jonathan Rusert, Zubair Shafiq, Padmini Srinivasan

Sharpness-Aware Minimization Improves Language Model Generalization

Dara Bahri, Hossein Mobahi, Yi Tay

Requirements and Motivations of Low-Resource Speech Synthesis for Language Revitalization

Aidan Pine, Dan Wells, Nathan Brinklow, Patrick Littell, Korin Richmond

Evaluating Factuality in Text Simplification

Ashwin Devaraj, William Sheffield, Byron Wallace, Junyi Jessy Li

mLUKE: The Power of Entity Representations in Multilingual Pretrained Language Models

Ryokan Ri, Ikuya Yamada, Yoshimasa Tsuruoka

Pretraining with Artificial Language: Studying Transferable Knowledge in Language Models

Ryokan Ri, Yoshimasa Tsuruoka

SkipBERT: Efficient Inference with Shallow Layer Skipping

Jue Wang, Ke Chen, Gang Chen, Lidan Shou, Julian McAuley

Transkimmer: Transformer Learns to Layer-wise Skim

Yue Guan, Zhengyi Li, Jingwen Leng, Zhouhan Lin, Minyi Guo

Is GPT-3 Text Indistinguishable from Human Text? Scarecrow: A Framework for Scrutinizing Machine Text

Yao Dou, Maxwell Forbes, Rik Koncel-Kedziorski, Noah A. Smith, Yejin Choi

One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia

Alham Fikri Aji, Genta Indra Winata, Fajri Koto, Samuel Cahyawijaya, Ade Romadhony

UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Daya Guo, Shuai Lu, Nan Duan, Yanlin Wang, Ming Zhou

Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled Learning

Kang Zhou, Yuepei Li, Qi Li

Rethinking Negative Sampling for Handling Missing Entity Annotations

Yangming Li, Lemao Liu, Shuming Shi

Interpretability for Language Learners Using Example-Based Grammatical Error Correction

Masahiro Kaneko, Sho Takase, Ayana Niwa, Naoaki Okazaki

CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight Sharing

Chen Liang, Pengcheng He, Yelong Shen, Weizhu Chen, Tuo Zhao

AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension

Xiao Li, Gong Cheng, Ziheng Chen, Yawei Sun, Yuzhong Qu

Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering

Jiawei Zhou, Xiaoguang Li, Lifeng Shang, Lan Luo, Ke Zhan

Signal in Noise: Exploring Meaning Encoded in Random Character Sequences with Character-Aware Language Models

Mark Chu, Bhargav Srinivasa Desikan, Ethan Nadler, Donald Ruggiero Lo Sardo, Elise Darragh-Ford

Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification

Zihan Wang, Peiyi Wang, Lianzhe Huang, Xin Sun, Houfeng Wang

Boundary Smoothing for Named Entity Recognition

Enwei Zhu, Jinpeng Li

StableMoE: Stable Routing Strategy for Mixture of Experts

Damai Dai, Li Dong, Shuming Ma, Bo Zheng, Zhifang Sui

MPII: Multi-Level Mutual Promotion for Inference and Interpretation

Yan Liu, Sanyuan Chen, Yazheng Yang, Qi Dai

Integrating Vectorized Lexical Constraints for Neural Machine Translation

Shuo Wang, Zhixing Tan, Yang Liu

STEMM: Self-learning with Speech-text Manifold Mixup for Speech Translation

Qingkai Fang, Rong Ye, Lei Li, Yang Feng, Mingxuan Wang

BERT Learns to Teach: Knowledge Distillation with Meta Learning

Wangchunshu Zhou, Canwen Xu, Julian McAuley

Clickbait Spoiling via Question Answering and Passage Retrieval

Matthias Hagen, Maik Fröbe, Artur Jurk, Martin Potthast

Prototypical Verbalizer for Prompt-based Few-shot Tuning

Ganqu Cui, Shengding Hu, Ning Ding, Longtao Huang, Zhiyuan Liu

Challenges and Strategies in Cross-Cultural NLP

Daniel Hershcovich, Stella Frank, Heather Lent, Miryam de Lhoneux, Mostafa Abdou

A Rationale-Centric Framework for Human-in-the-loop Machine Learning

Jinghui Lu, Linyi Yang, Brian Namee, Yue Zhang

From Simultaneous to Streaming Machine Translation by Leveraging Streaming History

Javier Iranzo-Sánchez, Jorge Civera, Alfons Juan

What Makes Reading Comprehension Questions Difficult?

Saku Sugawara, Nikita Nangia, Alex Warstadt, Samuel Bowman

MILIE: Modular & Iterative Multilingual Open Information Extraction

Bhushan Kotnis, Kiril Gashteovski, Daniel Rubio, Ammar Shaker, Vanesa Rodriguez-Tembras

An Empirical Study on Explanations in Out-of-Domain Settings

George Chrysostomou, Nikolaos Aletras

Word Order Does Matter and Shuffled Language Models Know It

Mostafa Abdou, Vinit Ravishankar, Artur Kulmizev, Anders Søgaard

CQG: A Simple and Effective Controlled Generation Framework for Multi-hop Question Generation

Zichu Fei, Qi Zhang, Tao Gui, Di Liang, Sirui Wang

Length Control in Abstractive Summarization by Pretraining Information Selection

Yizhu Liu, Qi Jia, Kenny Zhu

TwittIrish: A Universal Dependencies Treebank of Tweets in Modern Irish

Lauren Cassidy, Teresa Lynn, James Barry, Jennifer Foster

Language-Agnostic Meta-Learning for Low-Resource Text-to-Speech with Articulatory Features

Florian Lux, Thang Vu

Fine-Grained Controllable Text Generation Using Non-Residual Prompting

Fredrik Carlsson, Joey Öhman, Fangyu Liu, Severine Verlinden, Joakim Nivre

Interpreting Character Embeddings With Perceptual Representations: The Case of Shape, Sound, and Color

Sidsel Boldsen, Manex Agirrezabal, Nora Hollenstein

ParaDetox: Detoxification with Parallel Data

Varvara Logacheva, Daryna Dementieva, Sergey Ustyantsev, Daniil Moskovskiy, David Dale

A Statutory Article Retrieval Dataset in French

Antoine Louis, Gerasimos Spanakis

Reducing Position Bias in Simultaneous Machine Translation with Length-Aware Framework

Shaolei Zhang, Yang Feng

Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction

Yubo Ma, Zehao Wang, Yixin Cao, Mukai Li, Meiqi Chen

Low-Rank Softmax Can Have Unargmaxable Classes in Theory but Rarely in Practice

Andreas Grivas, Nikolay Bogoychev, Adam Lopez

A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation

Tianyu Liu, Yizhe Zhang, Chris Brockett, Yi Mao, Zhifang Sui

Letters From the Past: Modeling Historical Sound Change Through Diachronic Character Embeddings

Sidsel Boldsen, Patrizia Paggio

Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection

Rajkumar Pujari, Erik Oveson, Priyanka Kulkarni, Elnaz Nouri

Leveraging Task Transferability to Meta-learning for Clinical Section Classification with Limited Data

Zhuohao Chen, Jangwon Kim, Ram Bhakta, Mustafa Sir

Accurate Online Posterior Alignments for Principled Lexically-Constrained Decoding

Soumya Chatterjee, Sunita Sarawagi, Preethi Jyothi

SHIELD: Defending Textual Neural Networks against Multiple Black-Box Adversarial Attacks with Stochastic Multi-Expert Patcher

Thai Le, Noseong Park, Dongwon Lee

The AI Doctor Is In: A Survey of Task-Oriented Dialogue Systems for Healthcare Applications

Mina Valizadeh, Natalie Parde

SDR: Efficient Neural Re-ranking using Succinct Document Representation

Nachshon Cohen, Amit Portnoy, Besnik Fetahu, Amir Ingber

Bridging the Data Gap between Training and Inference for Unsupervised Neural Machine Translation

Zhiwei He, Xing Wang, Rui Wang, Shuming Shi, Zhaopeng Tu

Transformers in the loop: Polarity in neural models of language

Lisa Bylinina, Alexey Tikhonov

MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data

Yilun Zhao, Yunxiang Li, Chenying Li, Rui Zhang

Multilingual Detection of Personal Employment Status on Twitter

Manuel Tonneau, Dhaval Adjodah, Joao Palotti, Nir Grinberg, Samuel Fraiberger

Substructure Distribution Projection for Zero-Shot Cross-Lingual Dependency Parsing

Freda Shi, Kevin Gimpel, Karen Livescu

CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations

Rakesh R. Menon, Sayan Ghosh, Shashank Srivastava

MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes

Nianlong Gu, Elliott Ash, Richard Hahnloser

ASPECTNEWS: Aspect-Oriented Summarization of News Documents

Ojas Ahuja, Jiacheng Xu, Akshay Gupta, Kevin Horecka, Greg Durrett

Compositional Generalization in Dependency Parsing

Emily Goodwin, Siva Reddy, Timothy O’Donnell, Dzmitry Bahdanau

SaFeRDialogues: Taking Feedback Gracefully after Conversational Safety Failures

Megan Ung, Jing Xu, Y-lan Boureau

Updated Headline Generation: Creating Updated Summaries for Evolving News Stories

Sheena Panthaplackel, Adrian Benton, Mark Dredze

Achieving Reliable Human Assessment of Open-Domain Dialogue Systems

Tianbo Ji, Yvette Graham, Gareth Jones, Chenyang Lyu, Qun Liu

Phrase-aware Unsupervised Constituency Parsing

Xiaotao Gu, Yikang Shen, Jiaming Shen, Jingbo Shang, Jiawei Han

CARETS: A Consistency And Robustness Evaluative Test Suite for VQA

Carlos E. Jimenez, Olga Russakovsky, Karthik Narasimhan

Universal Conditional Masked Language Pre-training for Neural Machine Translation

Pengfei Li, Liangyou Li, Meng Zhang, Minghao Wu, Qun Liu

Learning to Rank Visual Stories From Human Ranking Data

Chi-Yang Hsu, Yun-Wei Chu, Vincent Chen, Kuan-Chieh Lo, Chacha Chen

Cree Corpus: A Collection of nêhiyawêwin Resources

Daniela Teodorescu, Josie Matalski, Delaney Lothian, Denilson Barbosa, Carrie Demmans Epp

CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning

Sarkar Snigdha Sarathi Das, Arzoo Katiyar, Rebecca Passonneau, Rui Zhang

On Vision Features in Multimodal Machine Translation

Bei Li, Chuanhao Lv, Zefan Zhou, Tao Zhou, Tong Xiao

Guided Attention Multimodal Multitask Financial Forecasting with Inter-Company Relationships and Global and Local News

Gary Ang, Ee-Peng Lim

Towards Learning (Dis)-Similarity of Source Code from Program Contrasts

Yangruibo Ding, Luca Buratti, Saurabh Pujar, Alessandro Morari, Baishakhi Ray

AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages

Abteen Ebrahimi, Manuel Mager, Arturo Oncevay, Vishrav Chaudhary, Luis Chiruzzo

An Empirical Study of Memorization in NLP

Xiaosen Zheng, Jing Jiang

UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning

Yuning Mao, Lambert Mathias, Rui Hou, Amjad Almahairi, Hao Ma

Does Recommend-Revise Produce Reliable Annotations? An Analysis on Missing Instances in DocRED

Quzhe Huang, Shibo Hao, Yuan Ye, Shengqi Zhu, Yansong Feng

ReACC: A Retrieval-Augmented Code Completion Framework

Shuai Lu, Nan Duan, Hojae Han, Daya Guo, Seung-won Hwang

OIE@OIA: an Adaptable and Efficient Open Information Extraction Framework

Xin Wang, Minlong Peng, Mingming Sun, Ping Li

Can Explanations Be Useful for Calibrating Black Box Models?

Xi Ye, Greg Durrett

Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing

Chao Lou, Songlin Yang, Kewei Tu

XLM-E: Cross-lingual Language Model Pre-training via ELECTRA

Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Bo Zheng

UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining

Jiacheng Li, Jingbo Shang, Julian McAuley

SalesBot: Transitioning from Chit-Chat to Task-Oriented Dialogues

Ssu Chiu, Maolin Li, Yen-Ting Lin, Yun-Nung Chen

MSP: Multi-Stage Prompting for Making Pre-trained Language Models Better Translators

Zhixing Tan, Xiangwen Zhang, Shuo Wang, Yang Liu

Debiased Contrastive Learning of Unsupervised Sentence Representations

Kun Zhou, Beichen Zhang, Xin Zhao, Ji-Rong Wen

KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base

Shulin Cao, Jiaxin Shi, Liangming Pan, Lunyiu Nie, Yutong Xiang

CLIP Models are Few-Shot Learners: Empirical Studies on VQA and Visual Entailment

Haoyu Song, Li Dong, Weinan Zhang, Ting Liu, Furu Wei

MarkupLM: Pre-training of Text and Markup Language for Visually Rich Document Understanding

Junlong Li, Yiheng Xu, Lei Cui, Furu Wei

Just Rank: Rethinking Evaluation with Word and Sentence Similarities

Bin Wang, C.-C. Jay Kuo, Haizhou Li

Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling

Prathyusha Jwalapuram, Shafiq Joty, Xiang Lin