NAACL 2021

941 papers

mT5: A Massively Multilingual Pre-trained Text-to-Text Transformer

Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou

Multi-view Subword Regularization

Xinyi Wang, Sebastian Ruder, Graham Neubig

Multi-Adversarial Learning for Cross-Lingual Word Embeddings

Haozhou Wang, James Henderson, Paola Merlo

When Being Unseen from mBERT is just the Beginning: Handling New Languages With Multilingual Language Models

Benjamin Muller, Antonios Anastasopoulos, Benoît Sagot, Djamé Seddah

DART: Open-Domain Structured Data Record to Text Generation

Linyong Nan, Dragomir Radev, Rui Zhang, Amrit Rau, Abhinand Sivaprasad

APo-VAE: Text Generation in Hyperbolic Space

Shuyang Dai, Zhe Gan, Yu Cheng, Chenyang Tao, Lawrence Carin

Text Generation from Discourse Representation Structures

Jiangming Liu, Shay B. Cohen, Mirella Lapata

Aspect-Controlled Neural Argument Generation

Benjamin Schiller, Johannes Daxenberger, Iryna Gurevych

Meta-Learning for Domain Generalization in Semantic Parsing

bailin wang, Mirella Lapata, Ivan Titov

Fool Me Twice: Entailment from Wikipedia Gamification

Julian Eisenschlos, Bhuwan Dhingra, Jannis Bulian, Benjamin Börschinger, Jordan Boyd-Graber

Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic Resources

Simone Conia, Andrea Bacciu, Roberto Navigli

SGL: Speaking the Graph Languages of Semantic Parsing via Multilingual Translation

Luigi Procopio, Rocco Tripodi, Roberto Navigli

SmBoP: Semi-autoregressive Bottom-up Semantic Parsing

Ohad Rubin, Jonathan Berant

Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks

Nandan Thakur, Nils Reimers, Johannes Daxenberger, Iryna Gurevych

Fast and Scalable Dialogue State Tracking with Explicit Modular Decomposition

Dingmin Wang, Chenghua Lin, Qi Liu, Kam-Fai Wong

A Simple Approach for Handling Out-of-Vocabulary Identifiers in Deep Learning for Source Code

Nadezhda Chirkova, Sergey Troshin

DATE: Detecting Anomalies in Text via Self-Supervision of Transformers

Andrei Manolache, Florin Brad, Elena Burceanu

EnSidNet: Enhanced Hybrid Siamese-Deep Network for grouping clinical trials into drug-development pathways

Lucia Pagani

Answering Product-Questions by Utilizing Questions from Other Contextually Similar Products

Ohad Rozen, David Carmel, Avihai Mejer, Vitaly Mirkis, Yftah Ziser

Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights Cases

Ilias Chalkidis, Manos Fergadiotis, Dimitrios Tsarapatsanis, Nikolaos Aletras, Ion Androutsopoulos

A Million Tweets Are Worth a Few Points: Tuning Transformers for Customer Service Tasks

Amir Hadifar, Sofie Labat, Véronique Hoste, Chris Develder, Thomas Demeester

Multilingual BERT Post-Pretraining Alignment

Lin Pan, Chung-Wei Hang, Haode Qi, Abhishek Shah, Saloni Potdar

Cultural and Geographical Influences on Image Translatability of Words across Languages

Nikzad Khani, Isidora Tourni, Mohammad Sadegh Rasooli, Chris Callison-Burch, Derry Tanti Wijaya

Counterfactual Data Augmentation for Neural Machine Translation

Qi Liu, Matt Kusner, Phil Blunsom

Neural Machine Translation without Embeddings

Uri Shaham, Omer Levy

Improving the Lexical Ability of Pretrained Language Models for Unsupervised Neural Machine Translation

Alexandra Chronopoulou, Dario Stojanovski, Alexander Fraser

Data Filtering using Cross-Lingual Word Embeddings

Christian Herold, Jan Rosendahl, Joris Vanvinckenroye, Hermann Ney

Backtranslation Feedback Improves User Confidence in MT, Not Quality

Vilém Zouhar, Michal Novák, Matúš Žilinec, Ondřej Bojar, Mateo Obregón

Concealed Data Poisoning Attacks on NLP Models

Eric Wallace, Tony Zhao, Shi Feng, Sameer Singh

A Non-Linear Structural Probe

Jennifer C. White, Tiago Pimentel, Naomi Saphra, Ryan Cotterell

Do Syntactic Probes Probe Syntax? Experiments with Jabberwocky Probing

Rowan Hall Maudslay, Ryan Cotterell

Multilingual Language Models Predict Human Reading Behavior

Nora Hollenstein, Federico Pirovano, Ce Zhang, Lena Jäger, Lisa Beinborn

Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQA

Yonatan Bitton, Gabriel Stanovsky, Roy Schwartz, Michael Elhadad

Mediators in Determining what Processing BERT Performs First

Aviv Slobodkin, Leshem Choshen, Omri Abend

Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers

Hongfei Xu, Josef van Genabith, Qiuhui Liu, Deyi Xiong

Event Time Extraction and Propagation via Graph Attention Networks

Haoyang Wen, Yanru Qu, Heng Ji, Qiang Ning, Jiawei Han

A Frustratingly Easy Approach for Entity and Relation Extraction

Zexuan Zhong, Danqi Chen

Abstract Meaning Representation Guided Graph Encoding and Decoding for Joint Information Extraction

Zixuan Zhang, Heng Ji

Cross-Task Instance Representation Interactions and Label Dependencies for Joint Information Extraction with Graph Convolutional Networks

Minh Van Nguyen, Viet Dac Lai, Thien Huu Nguyen

Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors

Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou

Knowledge Router: Learning Disentangled Representations for Knowledge Graphs

SHUAI ZHANG, Xi Rao, Yi Tay, Ce Zhang