EMNLP 2020

1,823 papers

Towards End-to-End In-Image Neural Machine Translation

Elman Mansimov, Mitchell Stern, Mia Chen, Orhan Firat, Jakob Uszkoreit

MAST: Multimodal Abstractive Summarization with Trimodal Hierarchical Attention

Aman Khullar, Udit Arora

Unsupervised Keyword Extraction for Full-Sentence VQA

Kohei Uehara, Tatsuya Harada

IESTAC: English-Italian Parallel Corpus for End-to-End Speech-to-Text Machine Translation

Giuseppe Della Corte, Sara Stymne

A Benchmark for Structured Procedural Knowledge Extraction from Cooking Videos

Frank F. Xu, Lei Ji, Botian Shi, Junyi Du, Graham Neubig

Building a Bridge: A Method for Image-Text Sarcasm Detection Without Pretraining on Image-Text Data

Xinyu Wang, Xiaowen Sun, Tan Yang, Hongbo Wang

Multimodal Speech Recognition with Unstructured Audio Masking

Tejas Srinivasan, Ramon Sanabria, Florian Metze, Desmond Elliott

Modulated Fusion using Transformer for Linguistic-Acoustic Emotion Recognition

Jean-Benoit Delbrouck, Noé Tits, Stéphane Dupont

Detection of Mental Health from Reddit via Deep Contextualized Representations

Zhengping Jiang, Sarah Ita Levitan, Jonathan Zomick, Julia Hirschberg

Detecting Foodborne Illness Complaints in Multiple Languages Using English Annotations Only

Ziyi Liu, Giannis Karamanolakis, Daniel Hsu, Luis Gravano

Identifying Personal Experience Tweets of Medication Effects Using Pre-trained RoBERTa Language Model and Its Updating

Minghao Zhu, Youzhe Song, Ge Jin, Keyuan Jiang

Context-Aware Automatic Text Simplification of Health Materials in Low-Resource Domains

Tarek Sakakini, Jong Yoon Lee, Aditya Duri, Renato F.L. Azevedo, Victor Sadauskas

Defining and Learning Refined Temporal Relations in the Clinical Narrative

Kristin Wright-Bettner, CHEN LIN, Timothy Miller, Steven Bethard, Dmitriy Dligach

An efficient representation of chronological events in medical texts

Andrey Kormilitzin, Nemanja Vaci, Qiang Liu, Hao Ni, Goran Nenadic

Biomedical Event Extraction as Multi-turn Question Answering

Xing David Wang, Leon Weber, Ulf Leser

Multitask Learning of Negation and Speculation using Transformers

Aditya Khandelwal, Benita Kathleen Britto

Information retrieval for animal disease surveillance: a pattern-based approach.

Sarah Valentin, Mathieu Roche, Renaud Lancelot

Evaluation of Machine Translation Methods applied to Medical Terminologies

Konstantinos Skianis, Yann Briand, Florent Desgrippes

Normalization of Long-tail Adverse Drug Reactions in Social Media

Emmanouil Manousogiannis, Sepideh Mesbah, Alessandro Bozzon, Robert-Jan Sips, Zoltan Szlanik

GGPONC: A Corpus of German Medical Text with Rich Metadata Based on Clinical Practice Guidelines

Florian Borchert, Christina Lohr, Luise Modersohn, Thomas Langer, Markus Follmann

Not a cute stroke: Analysis of Rule- and Neural Network-based Information Extraction Systems for Brain Radiology Reports

Andreas Grivas, Beatrice Alex, Claire Grover, Richard Tobin, William Whiteley

Medical Concept Normalization in User-Generated Texts by Learning Target Concept Embeddings

Katikapalli Subramanyam Kalyan, Sivanesan Sangeetha

Simple Hierarchical Multi-Task Neural End-To-End Entity Linking for Biomedical Text

Maciej Wiatrak, Juha Iso-Sipila

The Impact of De-identification on Downstream Named Entity Recognition in Clinical Text

Hanna Berg, Aron Henriksson, Hercules Dalianis

Natural Language Response Generation from SQL with Generalization and Back-translation

Saptarashmi Bandyopadhyay, Tianyang Zhao

ColloQL: Robust Text-to-SQL Over Search Queries

Karthik Radhakrishnan, Arvind Srikantan, Xi Victoria Lin

Learning Adaptive Language Interfaces through Decomposition

Siddharth Karamcheti, Dorsa Sadigh, Percy Liang

Improving Sequence-to-Sequence Semantic Parser for Task Oriented Dialog

Chaoting Xuan

Uncertainty and Traffic-Aware Active Learning for Semantic Parsing

Priyanka Sen, Emine Yilmaz

QA2Explanation: Generating and Evaluating Explanations for Question Answering Systems over Knowledge Graph

Saeedeh Shekarpour, Abhishek Nadgeri, Kuldeep Singh

Embedding Structured Dictionary Entries

Steven Wilson, Walid Magdy, Barbara McGillivray, Gareth Tyson

The Extraordinary Failure of Complement Coercion Crowdsourcing

Yanai Elazar, Victoria Basmov, Shauli Ravfogel, Yoav Goldberg, Reut Tsarfaty

HINT3: Raising the bar for Intent Detection in the Wild

Gaurav Arora, Chirag Jain, Manas Chaturvedi, Krupal Modi

If You Build Your Own NER Scorer, Non-replicable Results Will Come

Constantine Lignos, Marjan Kamyab

NMF Ensembles? Not for Text Summarization!

Alka Khurana, Vasudha Bhatnagar

Counterfactually-Augmented SNLI Training Data Does Not Yield Better Generalization Than Unaugmented Data

William Huang, Haokun Liu, Samuel R. Bowman

Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?

Zhengzhong Liang, Mihai Surdeanu

Can Knowledge Graph Embeddings Tell Us What Fact-checked Claims Are About?

Valentina Beretta, Sébastien Harispe, Katarina Boland, Luke Lo Seen, Konstantin Todorov

An Analysis of Capsule Networks for Part of Speech Tagging in High- and Low-resource Scenarios

Andrew Zupon, Faiz Rafique, Mihai Surdeanu

Layout-Aware Text Representations Harm Clustering Documents by Type

Catherine Finegan-Dollak, Ashish Verma

Label Propagation-Based Semi-Supervised Learning for Hate Speech Classification

Ashwin Geet D’Sa, Irina Illina, Dominique Fohr, Dietrich Klakow, Dana Ruiter

How Effectively Can Machines Defend Against Machine-Generated Fake News? An Empirical Study

Meghana Moorthy Bhat, Srinivasan Parthasarathy

On Task-Level Dialogue Composition of Generative Transformer Model

Prasanna Parthasarathi, Sharan Narang, Arvind Neelakantan

Which Matters Most? Comparing the Impact of Concept and Document Relationships in Topic Models

Silvia Terragni, Debora Nozza, Elisabetta Fersini, Messina Enza

Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks

Ansel MacLaughlin, Jwala Dhamala, Anoop Kumar, Sriram Venkatapathy, Ragav Venkatesan

How Far Can We Go with Data Selection? A Case Study on Semantic Sequence Tagging Tasks

Samuel Louvan, Bernardo Magnini

Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It’s complicated!

Daria Dzendzik, Carl Vogel, Jennifer Foster

Domain adaptation challenges of BERT in tokenization and sub-word representations of Out-of-Vocabulary words

Anmol Nayak, Hariprasad Timmapathini, Karthikeyan Ponnalagu, Vijendran Gopalan Venkoparao

Evaluating Word Embeddings on Low-Resource Languages

Nathan Stringham, Mike Izbicki

Best Practices for Crowd-based Evaluation of German Summarization: Comparing Crowd, Expert and Automatic Evaluation

Neslihan Iskender, Tim Polzehl, Sebastian Möller

ClusterDataSplit: Exploring Challenging Clustering-Based Data Splits for Model Performance Evaluation

Hanna Wecker, Annemarie Friedrich, Heike Adel

On Aligning OpenIE Extractions with Knowledge Bases: A Case Study

Kiril Gashteovski, Rainer Gemulla, Bhushan Kotnis, Sven Hertling, Christian Meilicke

Are Some Words Worth More than Others?

Shiran Dudy, Steven Bedrick

One of these words is not like the other: a reproduction of outlier identification using non-contextual word representations

Jesper Brink Andersen, Mikkel Bak Bertelsen, Mikkel Hørby Schou, Manuel R. Ciosici, Ira Assent

Grammaticality and Language Modelling

Jingcheng Niu, Gerald Penn

A survey on Recognizing Textual Entailment as an NLP Evaluation

Adam Poliak

Probabilistic Extension of Precision, Recall, and F1 Score for More Thorough Evaluation of Classification Models

Reda Yacouby, Dustin Axman

Artemis: A Novel Annotation Methodology for Indicative Single Document Summarization

Rahul Jha, Keping Bi, Yang Li, Mahdi Pakdaman, Asli Celikyilmaz

On the Evaluation of Machine Translation n-best Lists

Jacob Bremerman, Huda Khayrallah, Douglas Oard, Matt Post

Improving Text Generation Evaluation with Batch Centering and Tempered Word Mover Distance

Xi Chen, Nan Ding, Tomer Levinboim, Radu Soricut

BLEU Neighbors: A Reference-less Approach to Automatic Evaluation

Kawin Ethayarajh, Dorsa Sadigh

ViLBERTScore: Evaluating Image Caption Using Vision-and-Language BERT

Hwanhee Lee, Seunghyun Yoon, Franck Dernoncourt, Doo Soon Kim, Trung Bui

Item Response Theory for Efficient Human Evaluation of Chatbots

João Sedoc, Lyle Ungar

Fill in the BLANC: Human-free quality estimation of document summaries

Oleg Vasilyev, Vedant Dharnidharka, John Bohannon

Truth or Error? Towards systematic analysis of factual errors in abstractive summaries

Klaus-Michael Lux, Maya Sappelli, Martha Larson

On the Complementary Nature of Knowledge Graph Embedding, Fine Grain Entity Types, and Language Modeling

Rajat Patel, Francis Ferraro

Commonsense Statements Identification and Explanation with Transformer-based Encoders

Sonia Cibu, Anca Marginean

Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks

Ting-Yun Chang, Yang Liu, Karthik Gopalakrishnan, Behnam Hedayatnia, Pei Zhou

Target Concept Guided Medical Concept Normalization in Noisy User-Generated Texts

Katikapalli Subramanyam Kalyan, Sivanesan Sangeetha

Enhancing Question Answering by Injecting Ontological Knowledge through Regularization

Travis Goodwin, Dina Demner-Fushman

Entity Attribute Relation Extraction with Attribute-Aware Embeddings

Dan Iter, Xiao Yu, Fangtao Li

Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers

Anne Lauscher, Olga Majewska, Leonardo F. R. Ribeiro, Iryna Gurevych, Nikolai Rozanov

GenAug: Data Augmentation for Finetuning Text Generators

Steven Y. Feng, Varun Gangal, Dongyeop Kang, Teruko Mitamura, Eduard Hovy

Generalization to Mitigate Synonym Substitution Attacks

Basemah Alshemali, Jugal Kalita

Relation Extraction with Contextualized Relation Embedding (CRE)

Xiaoyu Chen, rohan badlani

Correcting the Misuse: A Method for the Chinese Idiom Cloze Test

Xinyu Wang, Hongsheng Zhao, Tan Yang, Hongbo Wang

Coreference for Discourse Parsing: A Neural Approach

Grigorii Guz, Giuseppe Carenini

Evaluation of Coreference Resolution Systems Under Adversarial Attacks

Haixia Chai, Wei Zhao, Steffen Eger, Michael Strube

TED-MDB Lexicons: Tr-EnConnLex, Pt-EnConnLex

Murathan Kurfalı, Sibel Ozer, Deniz Zeyrek, Amalia Mendes

Extending Implicit Discourse Relation Recognition to the PDTB-3

Li Liang, Zheng Zhao, Bonnie Webber

Do We Really Need That Many Parameters In Transformer For Extractive Summarization? Discourse Can Help !

Wen Xiao, Patrick Huber, Giuseppe Carenini

Computational Interpretations of Recency for the Choice of Referring Expressions in Discourse

Fahime Same, Kees van Deemter

Analyzing Neural Discourse Coherence Models

Youmna Farag, Josef Valvoda, Helen Yannakoudakis, Ted Briscoe

Joint Modeling of Arguments for Event Understanding

Yunmo Chen, Tongfei Chen, Benjamin Van Durme

Do sentence embeddings capture discourse properties of sentences from Scientific Abstracts ?

Laurine Huber, Chaker Memmadi, Mathilde Dargnat, Yannick Toussaint

DSNDM: Deep Siamese Neural Discourse Model with Attention for Text Pairs Categorization and Ranking

Alexander Chernyavskiy, Dmitry Ilvovsky

Contextualized Embeddings for Connective Disambiguation in Shallow Discourse Parsing

René Knaebel, Manfred Stede

Exploring Coreference Features in Heterogeneous Data

Ekaterina Lapshinova-Koltunski, Kerstin Kunz

Supporting Comedy Writers: Predicting Audience’s Response from Sketch Comedy and Crosstalk Scripts

Maolin Li

Exploring Span Representations in Neural Coreference Resolution

Patrick Kahardipraja, Olena Vyshnevska, Sharid Loáiciga

Using Type Information to Improve Entity Coreference Resolution

Sopan Khosla, Carolyn Rose

Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues

Maitreyee Tewari

How does discourse affect Spanish-Chinese Translation? A case study based on a Spanish-Chinese parallel corpus

Shuyuan Cao

Probabilistic Predictions of People Perusing: Evaluating Metrics of Language Model Performance for Psycholinguistic Modeling

Yiding Hao, Simon Mendelsohn, Rachel Sterneck, Randi Martinez, Robert Frank

Learning Pronoun Case from Distributional Cues: Flexible Frames for Case Acquisition

Xiaomeng Ma, Martin Chodorow, Virginia Valian

Conditioning, but on Which Distribution? Grammatical Gender in German Plural Inflection

Kate McCurdy, Adam Lopez, Sharon Goldwater

Development of Multi-level Linguistic Alignment in Child-adult Conversations

Thomas Misiek, Benoit Favre, Abdellah Fourtassi

Word Co-occurrence in Child-directed Speech Predicts Children’s Free Word Associations

Abdellah Fourtassi

Guessing the Age of Acquisition of Italian Lemmas through Linear Regression

Irene Russo

Evaluating Word Embeddings for Language Acquisition

Raquel G. Alhama, Caroline Rowland, Evan Kidd