EMNLP 2019

1,120 papers

D-NET: A Pre-Training and Fine-Tuning Framework for Improving the Generalization of Machine Reading Comprehension

Hongyu Li, Xiyuan Zhang, Yibing Liu, Yiming Zhang, Quan Wang

Generalizing Question Answering System with Pre-trained Language Model Fine-tuning

Dan Su, Yan Xu, Genta Indra Winata, Peng Xu, Hyeondey Kim

Domain-agnostic Question-Answering with Adversarial Training

Seanie Lee, Donggyu Kim, Jangwon Park

Question Answering Using Hierarchical Attention on Top of BERT Features

Reham Osama, Nagwa El-Makky, Marwan Torki

CLER: Cross-task Learning with Expert Representation to Generalize Reading and Understanding

Takumi Takahashi, Motoki Taniguchi, Tomoki Taniguchi, Tomoko Ohkuma

Extractive NarrativeQA with Heuristic Pre-Training

Lea Frermann

Let Me Know What to Ask: Interrogative-Word-Aware Question Generation

Junmo Kang, Haritz Puerto San Roman, Sung-Hyon Myaeng

A Recurrent BERT-based Model for Question Generation

Ying-Hong Chan, Yao-Chung Fan

Comprehensive Multi-Dataset Evaluation of Reading Comprehension

Dheeru Dua, Ananth Gottumukkala, Alon Talmor, Sameer Singh, Matt Gardner

ReQA: An Evaluation for End-to-End Answer Retrieval Models

Amin Ahmad, Noah Constant, Yinfei Yang, Daniel Cer

Bend but Don’t Break? Multi-Challenge Stress Test for QA Models

Hemant Pugaliya, James Route, Kaixin Ma, Yixuan Geng, Eric Nyberg

Evaluating Question Answering Evaluation

Anthony Chen, Gabriel Stanovsky, Sameer Singh, Matt Gardner

Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering

Rajarshi Das, Ameya Godbole, Dilip Kavarthapu, Zhiyu Gong, Abhishek Singhal

On Making Reading Comprehension More Comprehensive

Matt Gardner, Jonathan Berant, Hannaneh Hajishirzi, Alon Talmor, Sewon Min

Machine Comprehension Improves Domain-Specific Japanese Predicate-Argument Structure Analysis

Norio Takahashi, Tomohide Shibata, Daisuke Kawahara, Sadao Kurohashi

Do Multi-hop Readers Dream of Reasoning Chains?

Haoyu Wang, Mo Yu, Xiaoxiao Guo, Rajarshi Das, Wenhan Xiong

FlowDelta: Modeling Flow Information Gain in Reasoning for Conversational Machine Comprehension

Yi-Ting Yeh, Yun-Nung Chen

Book QA: Stories of Challenges and Opportunities

Stefanos Angelidis, Lea Frermann, Diego Marcheggiani, Roi Blanco, Lluis Marquez

Cross-Task Knowledge Transfer for Query-Based Text Summarization

Elozino Egonmwan, Vittorio Castelli, Md Arafat Sultan

Towards Answer-unaware Conversational Question Generation

Mao Nakanishi, Tetsunori Kobayashi, Yoshihiko Hayashi

Reasoning Over Paragraph Effects in Situations

Kevin Lin, Oyvind Tafjord, Peter Clark, Matt Gardner

Improving the Robustness of Deep Reading Comprehension Models by Leveraging Syntax Prior

Bowen Wu, Haoyang Huang, Zongsheng Wang, Qihang Feng, Jingsong Yu

Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering

Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Hong Wang, Shiyu Chang

Answer-Supervised Question Reformulation for Enhancing Conversational Machine Comprehension

Qian Li, Hui Su, Cheng Niu, Daling Wang, Zekang Li

Improving Question Answering with External Knowledge

Xiaoman Pan, Kai Sun, Dian Yu, Jianshu Chen, Heng Ji

CALOR-QUEST : generating a training corpus for Machine Reading Comprehension models from shallow semantic annotations

Frédéric Béchet, Cindy Aloui, Delphine Charlet, Geraldine Damnati, Johannes Heinecke

Inspecting Unification of Encoding and Matching with Transformer: A Case Study of Machine Reading Comprehension

Hangbo Bao, Li Dong, Furu Wei, Wenhui Wang, Nan Yang

MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension

Adam Fisch, Alon Talmor, Robin Jia, Minjoon Seo, Eunsol Choi

Proceedings of the 2nd Workshop on Machine Reading for Question Answering

Adam Fisch, Alon Talmor, Robin Jia, Minjoon Seo, Eunsol Choi

Exploiting Discourse-Level Segmentation for Extractive Summarization

Zhengyuan Liu, Nancy Chen

Summarizing Relationships for Interactive Concept Map Browsers

Abram Handler, Premkumar Ganeshkumar, Brendan O’Connor, Mohamed AlTantawy

Analyzing Sentence Fusion in Abstractive Summarization

Logan Lebanoff, John Muchovej, Franck Dernoncourt, Doo Soon Kim, Seokhwan Kim

Multi-Document Summarization with Determinantal Point Processes and Contextualized Representations

SangWoo Cho, Chen Li, Dong Yu, Hassan Foroosh, Fei Liu

Global Voices: Crossing Borders in Automatic News Summarization

Khanh Nguyen, Hal Daume III

A Closer Look at Data Bias in Neural Extractive Summarization Models

Ming Zhong, Danqing Wang, Pengfei Liu, Xipeng Qiu, Xuanjing Huang

SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization

Bogdan Gliwa, Iwona Mochol, Maciej Biesek, Aleksander Wawer

Towards Annotating and Creating Summary Highlights at Sub-sentence Level

Kristjan Arumae, Parminder Bhatia, Fei Liu

An Editorial Network for Enhanced Document Summarization

Edward Moroshko, Guy Feigenblat, Haggai Roitman, David Konopnicki

BillSum: A Corpus for Automatic Summarization of US Legislation

Anastassia Kornilova, Vladimir Eidelman

Unsupervised Aspect-Based Multi-Document Abstractive Summarization

Maximin Coavoux, Hady Elsahar, Matthias Gallé

Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization

Diego Antognini, Boi Faltings

Abstractive Timeline Summarization

Julius Steen, Katja Markert

Summary Level Training of Sentence Rewriting for Abstractive Summarization

Sanghwan Bae, Taeuk Kim, Jihoon Kim, Sang-goo Lee

Answering Naturally: Factoid to Full length Answer Generation

Vaishali Pal, Manish Shrivastava, Irshad Bhat

Proceedings of the 2nd Workshop on New Frontiers in Summarization

Lu Wang, Jackie Chi Kit CHEUNG, Giuseppe Carenini, Fei Liu

Annotation Process for the Dialog Act Classification of a Taglish E-commerce Q&A Corpus

Jared Rivera, Jan Caleb Oliver Pensica, Jolene Valenzuela, Alfonso Secuya, Charibeth Cheng

Complaint Analysis and Classification for Economic and Food Safety

João Filgueiras, Luís Barbosa, Gil Rocha, Henrique Lopes Cardoso, Luís Paulo Reis

Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction

Deli Chen, Shuming Ma, Keiko Harimoto, Ruihan Bao, Qi Su

Incorporating Fine-grained Events in Stock Movement Prediction

Deli Chen, Yanyan Zou, Keiko Harimoto, Ruihan Bao, Xuancheng Ren

Forecasting Firm Material Events from 8-K Reports

Shuang (Sophie) Zhai, Zhu (Drew) Zhang

A Time Series Analysis of Emotional Loading in Central Bank Statements

Sven Buechel, Simon Junker, Thore Schlaak, Claus Michelsen, Udo Hahn

Financial Event Extraction Using Wikipedia-Based Weak Supervision

Liat Ein-Dor, Ariel Gera, Orith Toledo-Ronen, Alon Halfon, Benjamin Sznajder

Extracting Complex Relations from Banking Documents

Berke Oral, Erdem Emekligil, Seçil Arslan, Gülşen Eryiǧit

Proceedings of the Second Workshop on Economics and Natural Language Processing

Udo Hahn, Véronique Hoste, Zhu Zhang

Towards Actual (Not Operational) Textual Style Transfer Auto-Evaluation

Richard Yuanzhe Pang

Lexical Features Are More Vulnerable, Syntactic Features Have More Predictive Power

Jekaterina Novikova, Aparna Balagopalan, Ksenia Shkaruta, Frank Rudzicz

Unsupervised Neologism Normalization Using Embedding Space Mapping

Nasser Zalmout, Kapil Thadani, Aasish Pappu

Normalization of Indonesian-English Code-Mixed Twitter Data

Anab Maulana Barik, Rahmad Mahendra, Mirna Adriani

Phonetic Normalization for Machine Translation of User Generated Content

José Carlos Rosales Núñez, Djamé Seddah, Guillaume Wisniewski

Contextualized context2vec

Kazuki Ashihara, Tomoyuki Kajiwara, Yuki Arase, Satoru Uchida

Additive Compositionality of Word Vectors

Yeon Seonwoo, Sungjoon Park, Dongkwan Kim, Alice Oh

An Edit-centric Approach for Wikipedia Article Quality Assessment

Edison Marrese-Taylor, Pablo Loyola, Yutaka Matsuo

Y’all should read this! Identifying Plurality in Second-Person Personal Pronouns in English Texts

Gabriel Stanovsky, Ronen Tamari

The Fallacy of Echo Chambers: Analyzing the Political Slants of User-Generated News Comments in Korean Media

Jiyoung Han, Youngin Lee, Junbum Lee, Meeyoung Cha

A Social Opinion Gold Standard for the Malta Government Budget 2018

Keith Cortis, Brian Davis

Minimally-Augmented Grammatical Error Correction

Roman Grundkiewicz, Marcin Junczys-Dowmunt

Grammatical Error Correction in Low-Resource Scenarios

Jakub Náplava, Milan Straka

An Ensemble of Humour, Sarcasm, and Hate Speechfor Sentiment Classification in Online Reviews

rohan badlani, Nishit Asnani, Manan Rai

Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back-Translation

Zhenhao Li, Lucia Specia

Adapting Deep Learning Methods for Mental Health Prediction on Social Media

Ivan Sekulic, Michael Strube

Improving Multi-label Emotion Classification by Integrating both General and Domain-specific Knowledge

Wenhao Ying, Rong Xiang, Qin Lu

No, you’re not alone: A better way to find people with similar experiences on Reddit

Zhilin Wang, Elena Rastorgueva, Weizhe Lin, Xiaodong Wu

Enhancing BERT for Lexical Normalization

Benjamin Muller, Benoît Sagot, Djamé Seddah

Towards Automated Semantic Role Labelling of Hindi-English Code-Mixed Tweets

Riya Pal, Dipti Sharma

Contextual Text Denoising with Masked Language Model

Yifu Sun, Haoming Jiang

Benefits of Data Augmentation for NMT-based Text Normalization of User-Generated Content

Claudia Matos Veliz, Orphee De Clercq, Véronique Hoste

Incremental processing of noisy user utterances in the spoken language understanding task

Stefan Constantin, Jan Niehues, Alex Waibel

Discovering the Functions of Language in Online Forums

Youmna Ismaeil, Oana Balalau, Paramita Mirza

Distant Supervised Relation Extraction with Separate Head-Tail CNN

Rui Xing, Jie Luo

Extending Event Detection to New Types with Learning from Keywords

Viet Dac Lai, Thien Huu Nguyen

Robustness to Capitalization Errors in Named Entity Recognition

Sravan Bodapati, Hyokun Yun, Yaser Al-Onaizan

Identifying Linguistic Areas for Geolocation

Tommaso Fornaciari, Dirk Hovy

Dense Node Representation for Geolocation

Tommaso Fornaciari, Dirk Hovy

Geolocation with Attention-Based Multitask Learning Models

Tommaso Fornaciari, Dirk Hovy

What A Sunny Day ☔: Toward Emoji-Sensitive Irony Detection

Shirley Anugrah Hayati, Aditi Chaudhary, Naoki Otani, Alan W Black

Conceptualisation and Annotation of Drug Nonadherence Information for Knowledge Extraction from Patient-Generated Texts

Anja Belz, Richard Hoile, Elizabeth Ford, Azam Mullick

Modelling Uncertainty in Collaborative Document Quality Assessment

Aili Shen, Daniel Beck, Bahar Salehi, Jianzhong Qi, Timothy Baldwin

SmokEng: Towards Fine-grained Classification of Tobacco-related Social Media Text

Kartikey Pant, Venkata Himakar Yanamandra, Alok Debnath, Radhika Mamidi

Latent semantic network induction in the context of linked example senses

Hunter Heidenreich, Jake Williams

FASPell: A Fast, Adaptable, Simple, Powerful Chinese Spell Checker Based On DAE-Decoder Paradigm

Yuzhong Hong, Xianguo Yu, Neng He, Nan Liu, Junhui Liu

Exploring Multilingual Syntactic Sentence Representations

Chen Liu, Anderson De Andrade, Muhammad Osama

A Cross-Topic Method for Supervised Relevance Classification

Jiawei Yong

Dialect Text Normalization to Normative Standard Finnish

Niko Partanen, Mika Hämäläinen, Khalid Alnajjar

Normalising Non-standardised Orthography in Algerian Code-switched User-generated Data

Wafia Adouane, Jean-Philippe Bernardy, Simon Dobnik

Mining Tweets that refer to TV programs with Deep Neural Networks

Takeshi Kobayakawa, Taro Miyazaki, Hiroki Okamoto, Simon Clippingdale

Who wrote this book? A challenge for e-commerce

Béranger Dumont, Simona Maggio, Ghiles Sidi Said, Quoc-Tien Au

An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media

Rob van der Goot

Extract, Transform and Filling: A Pipeline Model for Question Paraphrasing based on Template

Yunfan Gu, Yang Yuqiao, zhongyu wei

Contextualized Word Representations from Distant Supervision with and for NER

Abbas Ghaddar, Phillippe Langlais

Automatic identification of writers’ intentions: Comparing different methods for predicting relationship goals in online dating profile texts

Chris van der Lee, Tess van der Zanden, Emiel Krahmer, Maria Mos, Alexander Schouten