EMNLP 2020

1,823 papers

Production-based Cognitive Models as a Test Suite for Reinforcement Learning Algorithms

Adrian Brasoveanu, Jakub Dotlacil

Images and Imagination: Automated Analysis of Priming Effects Related to Autism Spectrum Disorder and Developmental Language Disorder

Michaela Regneri, Diane King, Fahreen Walji, Olympia Palikara

What Determines the Order of Verbal Dependents in Hindi? Effects of Efficiency in Comprehension and Production

Kartik Sharma, Richard Futrell, Samar Husain

Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP

John Chen, Ian Berlot-Attwell, Xindi Wang, Safwan Hossain, Frank Rudzicz

The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish

Pablo Báez, Fabián Villena, Matías Rojas, Manuel Durán, Jocelyn Dunstan

On the diminishing return of labeling clinical reports

Jean-Baptiste Lamare, Oloruntobiloba Olatunji, Li Yao

Advancing Seq2seq with Joint Paraphrase Learning

So Yeon Min, Preethi Raghavan, Peter Szolovits

Utilizing Multimodal Feature Consistency to Detect Adversarial Examples on Clinical Summaries

Wenjie Wang, Youngja Park, Taesung Lee, Ian Molloy, Pengfei Tang

An Ensemble Approach for Automatic Structuring of Radiology Reports

Morteza Pourreza Shahri, Amir Tahmasebi, Bingyang Ye, Henghui Zhu, Javed Aslam

Extracting Semantic Aspects for Structured Representation of Clinical Trial Eligibility Criteria

Tirthankar Dasgupta, Ishani Mondal, Abir Naskar, Lipika Dey

Joint Learning with Pre-trained Transformer on Named Entity Recognition and Relation Extraction Tasks for Clinical Analytics

Miao Chen, Ganhui Lan, Fang Du, Victor Lobanov

Learning from Unlabelled Data for Clinical Semantic Textual Similarity

Yuxia Wang, Karin Verspoor, Timothy Baldwin

Where’s the Question? A Multi-channel Deep Convolutional Neural Network for Question Identification in Textual Data

George Michalopoulos, Helen Chen, Alexander Wong

PHICON: Improving Generalization of Clinical Text De-identification Models via Data Augmentation

Xiang Yue, Shuang Zhou

Cancer Registry Information Extraction via Transfer Learning

Yan-Jie Lin, Hong-Jie Dai, You-Chen Zhang, Chung-Yang Wu, Yu-Cheng Chang

Extracting Relations between Radiotherapy Treatment Details

Danielle Bitterman, Timothy Miller, David Harris, CHEN LIN, Sean Finan

Weakly Supervised Medication Regimen Extraction from Medical Conversations

Dhruvesh Patel, Sandeep Konam, Sai Prabhakar

Distinguishing between Dementia with Lewy bodies (DLB) and Alzheimer’s Disease (AD) using Mental Health Records: a Classification Approach

Zixu Wang, Julia Ive, Sinead Moylett, Christoph Mueller, Rudolf Cardinal

Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts

Macarious Abadeer

Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-Art

Patrick Lewis, Myle Ott, Jingfei Du, Veselin Stoyanov

Knowledge Grounded Conversational Symptom Detection with Graph Memory Networks

Hongyin Luo, Shang-Wen Li, James Glass

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

Zhi Wen, Xing Han Lu, Siva Reddy

Relative and Incomplete Time Expression Anchoring for Clinical Text

Louise Dupuis, Nicol Bergou, Hegler Tissot, Sumithra Velupillai

How You Ask Matters: The Effect of Paraphrastic Questions to BERT Performance on a Clinical SQuAD Dataset

Sungrim (Riea) Moon, Jungwei Fan

Automatic recognition of abdominal lymph nodes from clinical text

Yifan Peng, Sungwon Lee, Daniel C. Elton, Thomas Shen, Yu-xing Tang

Clinical XLNet: Modeling Sequential Clinical Notes and Predicting Prolonged Mechanical Ventilation

Kexin Huang, Abhishek Singh, Sitong Chen, Edward Moseley, Chih-Ying Deng

Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions

John Langton, Krishna Srihasam, Junlin Jiang

Classification of Syncope Cases in Norwegian Medical Records

Ildikó Pilán, Pål H. Brekke, Fredrik A. Dahl, Tore Gundersen, Haldor Husby

Dilated Convolutional Attention Network for Medical Code Assignment from Clinical Text

Shaoxiong Ji, Erik Cambria, Pekka Marttinen

BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition

Elisa Terumi Rubel Schneider, João Vitor Andrioli de Souza, Julien Knafou, Lucas Emanuel Silva e Oliveira, Jenny Copara

Evaluation of Transfer Learning for Adverse Drug Event (ADE) and Medication Entity Extraction

Sankaran Narayanan, Kaivalya Mannam, Sreeranga P Rajan, P Venkat Rangan

Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder

John Pougué Biyong, Bo Wang, Terry Lyons, Alejo Nevado-Holgado

Incorporating Risk Factor Embeddings in Pre-trained Transformers Improves Sentiment Prediction in Psychiatric Discharge Summaries

Xiyu Ding, Mei-Hua Hall, Timothy Miller

BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining

Zachariah Zhang, Jingshu Liu, Narges Razavian

Multiple Sclerosis Severity Classification From Clinical Text

Alister D’Costa, Stefan Denkovski, Michal Malyska, Sae Young Moon, Brandon Rufino

Various Approaches for Predicting Stroke Prognosis using Magnetic Resonance Imaging Text Records

Tak-Sung Heo, Chulho Kim, Jeong-Myeong Choi, Yeong-Seok Jeong, Yu-Seop Kim

diagNNose: A Library for Neural Activation Analysis

Jaap Jumelet

This is a BERT. Now there are several of them. Can they generalize to novel words?

Coleman Haley

Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples

Jin Yong Yoo, John Morris, Eli Lifland, Yanjun Qi

Defining Explanation in an AI Context

Tejaswani Verma, Christoph Lingenfelder, Dietrich Klakow

Evaluating Attribution Methods using White-Box LSTMs

Yiding Hao

The EOS Decision and Length Extrapolation

Benjamin Newman, John Hewitt, Percy Liang, Christopher D. Manning

Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization

Tristan Thrush, Ethan Wilcox, Roger Levy

Structured Self-Attention Weights Encode Semantics in Sentiment Analysis

Zhengxuan Wu, Thanh-Son Nguyen, Desmond C. Ong

Discovering the Compositional Structure of Vector Representations with Role Learning Networks

Paul Soulos, R. Thomas McCoy, Tal Linzen, Paul Smolensky

Second-Order NLP Adversarial Examples

John Morris

BERTs of a feather do not generalize together: Large variability in generalization across models with similar test set performance

R. Thomas McCoy, Junghyun Min, Tal Linzen

Exploring Neural Entity Representations for Semantic Information

Andrew Runge, Eduard Hovy

Dissecting Lottery Ticket Transformers: Structural and Behavioral Study of Sparse Neural Machine Translation

Rajiv Movva, Jason Zhao

Probing for Multilingual Numerical Understanding in Transformer-Based Language Models

Devin Johnson, Denise Mak, Andrew Barker, Lexi Loessberg-Zahl

BERTnesia: Investigating the capture and forgetting of knowledge in BERT

Jonas Wallat, Jaspreet Singh, Avishek Anand

Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation

Atticus Geiger, Kyle Richardson, Christopher Potts

How does BERT capture semantics? A closer look at polysemous words

David Yenicelik, Florian Schmidt, Yannic Kilcher

The elephant in the interpretability room: Why use attention as explanation when we have saliency methods?

Jasmijn Bastings, Katja Filippova

Controlling the Imprint of Passivization and Negation in Contextualized Representations

Hande Celikkanat, Sami Virpioja, Jörg Tiedemann, Marianna Apidianaki

Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets

Chuanrong Li, Lin Shengshuo, Zeyu Liu, Xinyi Wu, Xuhui Zhou

Latent Tree Learning with Ordered Neurons: What Parses Does It Produce?

Yian Zhang

The Explanation Game: Towards Prediction Explainability through Sparse Communication

Marcos Treviso, André F. T. Martins

Unsupervised Distillation of Syntactic Information from Contextualized Word Representations

Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg

Unsupervised Evaluation for Question Answering with Transformers

Lukas Muttenthaler, Isabelle Augenstein, Johannes Bjerva

On the Interplay Between Fine-tuning and Sentence-Level Probing for Linguistic Knowledge in Pre-Trained Transformers

Marius Mosbach, Anna Khokhlova, Michael A. Hedderich, Dietrich Klakow

Leveraging Extracted Model Adversaries for Improved Black Box Attacks

Naveen Jafer Nizar, Ari Kobren

It’s not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT

Hila Gonen, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg

What Happens To BERT Embeddings During Fine-tuning?

Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, Ian Tenney

Examining the rhetorical capacities of neural language models

Zining Zhu, Chuer Pan, Mohamed Abdalla, Frank Rudzicz

Emergent Language Generalization and Acquisition Speed are not tied to Compositionality

Eugene Kharitonov, Marco Baroni

BERTering RAMS: What and How Much does BERT Already Know About Event Arguments? - A Study on the RAMS Dataset

Varun Gangal, Eduard Hovy

Investigating Annotator Bias with a Graph-Based Approach

Maximilian Wich, Hala Al Kuwatly, Georg Groh

Identifying and Measuring Annotator Bias Based on Annotators’ Demographic Characteristics

Hala Al Kuwatly, Maximilian Wich, Georg Groh

On Cross-Dataset Generalization in Automatic Detection of Online Abuse

Isar Nejadgholi, Svetlana Kiritchenko

Detecting East Asian Prejudice on Social Media

Bertie Vidgen, Scott A. Hale, Ella Guest, Helen Margetts, David Broniatowski

In Data We Trust: A Critical Analysis of Hate Speech Detection Datasets

Kosisochukwu Madukwe, Xiaoying Gao, Bing Xue

Towards a Comprehensive Taxonomy and Large-Scale Annotated Corpus for Online Slur Usage

Jana Kurrek, Haji Mohammad Saleem, Derek Ruths

A Unified Taxonomy of Harmful Content

Michele Banko, Brendon MacKeen, Laurie Ray

Six Attributes of Unhealthy Conversations

Ilan Price, Jordan Gifford-Moore, Jory Flemming, Saul Musker, Maayan Roichman

Moderating Our (Dis)Content: Renewing the Regulatory Approach

Claire Pershan

Countering hate on social media: Large scale classification of hate and counter speech

Joshua Garland, Keyan Ghazi-Zahedi, Jean-Gabriel Young, Laurent Hébert-Dufresne, Mirta Galesic

Developing a New Classifier for Automated Identification of Incivility in Social Media

Sam Davidson, Qiusi Sun, Magdalena Wojcieszak

Enhancing the Identification of Cyberbullying through Participant Roles

Gathika Rathnayake, Thushari Atapattu, Mahen Herath, Georgia Zhang, Katrina Falkner

Attending the Emotions to Detect Online Abusive Language

Niloofar Safi Samghabadi, Afsheen Hatami, Mahsa Shafaei, Sudipta Kar, Thamar Solorio

Investigating Sampling Bias in Abusive Language Detection

Dante Razo, Sandra Kübler

Reducing Unintended Identity Bias in Russian Hate Speech Detection

Nadezhda Zueva, Madina Kabirova, Pavel Kalaidin

Impact of Politically Biased Data on Hate Speech Classification

Maximilian Wich, Jan Bauer, Georg Groh

Abusive Language Detection using Syntactic Dependency Graphs

Kanika Narang, Chris Brew

HurtBERT: Incorporating Lexical Features with BERT for the Detection of Abusive Language

Anna Koufakou, Endang Wahyu Pamungkas, Valerio Basile, Viviana Patti

Fine-tuning for multi-domain and multi-label uncivil language detection

Kadir Bulut Ozler, Kate Kenski, Steve Rains, Yotam Shmargad, Kevin Coe

Using Transfer-based Language Models to Detect Hateful and Offensive Language Online

Vebjørn Isaksen, Björn Gambäck

A Novel Methodology for Developing Automatic Harassment Classifiers for Twitter

Ishaan Arora, Julia Guo, Sarah Ita Levitan, Susan McGregor, Julia Hirschberg

Online Abuse and Human Rights: WOAH Satellite Session at RightsCon 2020

Vinodkumar Prabhakaran, Zeerak Waseem, Seyi Akiwowo, Bertie Vidgen

Enhancing Generalization in Natural Language Inference by Syntax

Qi He, Han Wang, Yue Zhang

Weakly-Supervised Modeling of Contextualized Event Embedding for Discourse Relations

I-Ta Lee, Maria Leonor Pacheco, Dan Goldwasser

IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages

Divyanshu Kakwani, Anoop Kunchukuttan, Satish Golla, Gokul N.C., Avik Bhattacharyya

Joint Intent Detection and Entity Linking on Spatial Domain Queries

Lei Zhang, Runze Wang, Jingbo Zhou, Jingsong Yu, Zhenhua Ling

Dual Inference for Improving Language Understanding and Generation

Shang-Yu Su, Yung-Sung Chuang, Yun-Nung Chen

Coming to Terms: Automatic Formation of Neologisms in Hebrew

Moran Mizrahi, Stav Yardeni Seelig, Dafna Shahaf

Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete Space

Dongyu Ru, Jiangtao Feng, Lin Qiu, Hao Zhou, Mingxuan Wang

Paraphrasing vs Coreferring: Two Sides of the Same Coin

Yehudit Meged, Avi Caciularu, Vered Shwartz, Ido Dagan

Do Language Embeddings capture Scales?

Xikun Zhang, Deepak Ramachandran, Ian Tenney, Yanai Elazar, Dan Roth

Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing

Xi Victoria Lin, Richard Socher, Caiming Xiong

Speaker or Listener? The Role of a Dialog Agent

Yafei Liu, Hongjin Qian, Hengpeng Xu, Jinmao Wei