EMNLP 2019

1,120 papers

Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses

Matt Grenander, Yue Dong, Jackie Chi Kit CHEUNG, Annie Louis

An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation

Wanyu Du, Yangfeng Ji

SUM-QE: a BERT-based Summary Quality Estimation Model

Stratos Xenouleas, Prodromos Malakasiotis, Marianna Apidianaki, Ion Androutsopoulos

Generating Modern Poetry Automatically in Finnish

Mika Hämäläinen, Khalid Alnajjar

Abstract Text Summarization: A Low Resource Challenge

Shantipriya Parida, Petr Motlicek

Improving Neural Story Generation by Targeted Common Sense Grounding

Huanru Henry Mao, Bodhisattwa Prasad Majumder, Julian McAuley, Garrison Cottrell

Generating Highly Relevant Questions

Jiazuo Qiu, Deyi Xiong

Generating Personalized Recipes from Historical User Preferences

Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni, Julian McAuley

Query-focused Sentence Compression in Linear Time

Abram Handler, Brendan O’Connor

Polly Want a Cracker: Analyzing Performance of Parroting on Paraphrase Generation Datasets

Hong-Ren Mao, Hung-yi Lee

A Gated Self-attention Memory Network for Answer Selection

Tuan Lai, Quan Hung Tran, Trung Bui, Daisuke Kihara

Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension

Daniel Andor, Luheng He, Kenton Lee, Emily Pitler

QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions

Oyvind Tafjord, Matt Gardner, Kevin Lin, Peter Clark

Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model

Tsung-Yuan Hsu, Chi-Liang Liu, Hung-yi Lee

Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning

Pradeep Dasigi, Nelson F. Liu, Ana Marasović, Noah A. Smith, Matt Gardner

Can You Unpack That? Learning to Rewrite Questions-in-Context

Ahmed Elgohary, Denis Peskov, Jordan Boyd-Graber

Improving Answer Selection and Answer Triggering using Hard Negatives

Sawan Kumar, Shweta Garg, Kartik Mehta, Nikhil Rasiwasia

Answering Conversational Questions on Structured Data without Logical Forms

Thomas Mueller, Francesco Piccinno, Peter Shaw, Massimo Nicosia, Yasemin Altun

Machine Reading Comprehension Using Structural Knowledge Graph-aware Network

Delai Qiu, Yuanzhe Zhang, Xinwei Feng, Xiangwen Liao, Wenbin Jiang

MICRON: Multigranular Interaction for Contextualizing RepresentatiON in Non-factoid Question Answering

Hojae Han, Seungtaek Choi, Haeju Park, Seung-won Hwang

A Span-Extraction Dataset for Chinese Machine Reading Comprehension

Yiming Cui, Ting Liu, Wanxiang Che, Li Xiao, Zhipeng Chen

Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering

Zhiguo Wang, Patrick Ng, Xiaofei Ma, Ramesh Nallapati, Bing Xiang

Revisiting the Evaluation of Theory of Mind through Question Answering

Matthew Le, Y-lan Boureau, Maximilian Nickel

GeoSQA: A Benchmark for Scenario-based Question Answering in the Geography Domain at High School Level

Zixian Huang, Yulin Shen, Xiao Li, Yuang Wei, Gong Cheng

Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation

Arijit Ray, Karan Sikka, Ajay Divakaran, Stefan Lee, Giedrius Burachas

Feature2Vec: Distributional semantic modelling of human property knowledge

Steven Derby, Paul Miller, Barry Devereux

Text Genre and Training Data Size in Human-like Parsing

John Hale, Adhiguna Kuncoro, Keith Hall, Chris Dyer, Jonathan Brennan

Higher-order Comparisons of Sentence Encoder Representations

Mostafa Abdou, Artur Kulmizev, Felix Hill, Daniel M. Low, Anders Søgaard

Quantity doesn’t buy quality syntax with neural language models

Marten van Schijndel, Aaron Mueller, Tal Linzen

What Part of the Neural Network Does This? Understanding LSTMs by Measuring and Dissecting Neurons

Ji Xin, Jimmy Lin, Yaoliang Yu

Event Causality Recognition Exploiting Multiple Annotators’ Judgments and Background Knowledge

Kazuma Kadowaki, Ryu Iida, Kentaro Torisawa, Jong-Hoon Oh, Julien Kloetzer

Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs

Dongyeop Kang, Eduard Hovy

BERT for Coreference Resolution: Baselines and Analysis

Mandar Joshi, Omer Levy, Luke Zettlemoyer, Daniel Weld

Split or Merge: Which is Better for Unsupervised RST Parsing?

Naoki Kobayashi, Tsutomu Hirao, Kengo Nakamura, Hidetaka Kamigaito, Manabu Okumura

Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains

Wei Shi, Vera Demberg

Entity, Relation, and Event Extraction with Contextualized Span Representations

David Wadden, Ulme Wennberg, Yi Luan, Hannaneh Hajishirzi

HMEAE: Hierarchical Modular Event Argument Extraction

Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li

Coverage of Information Extraction from Sentences and Paragraphs

Simon Razniewski, Nitisha Jain, Paramita Mirza, Gerhard Weikum

Event Detection with Multi-Order Graph Convolution and Aggregated Attention

Haoran Yan, Xiaolong Jin, Xiangbin Meng, Jiafeng Guo, Xueqi Cheng

Minimally Supervised Learning of Affective Events Using Discourse Relations

Jun Saito, Yugo Murawaki, Sadao Kurohashi

Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes

Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman

Automatically Inferring Gender Associations from Language

Serina Chang, Kathy McKeown

Perturbation Sensitivity Analysis to Detect Unintended Model Biases

Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell

Quantifying the Semantic Core of Gender Systems

Adina Williams, Damian Blasi, Lawrence Wolf-Sonkin, Hanna Wallach, Ryan Cotterell

Multilingual Grammar Induction with Continuous Language Identification

Wenjuan Han, Ge Wang, Yong Jiang, Kewei Tu

Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing

Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu

Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency Parsers

Adam Fisch, Jiang Guo, Regina Barzilay

Hint-Based Training for Non-Autoregressive Machine Translation

Zhuohan Li, Zi Lin, Di He, Fei Tian, Tao Qin

MultiFiT: Efficient Multi-lingual Language Model Fine-tuning

Julian Eisenschlos, Sebastian Ruder, Piotr Czapla, Marcin Kadras, Sylvain Gugger

Simple and Effective Noisy Channel Modeling for Neural Machine Translation

Kyra Yee, Yann Dauphin, Michael Auli

Understanding Data Augmentation in Neural Machine Translation: Two Perspectives towards Generalization

Guanlin Li, Lemao Liu, Guoping Huang, Conghui Zhu, Tiejun Zhao

Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree

Kai Sun, Richong Zhang, Samuel Mensah, Yongyi Mao, Xudong Liu

The Role of Pragmatic and Discourse Context in Determining Argument Impact

Esin Durmus, Faisal Ladhak, Claire Cardie

Sequential Learning of Convolutional Features for Effective Text Classification

Avinash Madasu, Vijjini Anvesh Rao

Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis

Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal, Pushpak Bhattacharyya

Fine-Grained Analysis of Propaganda in News Articles

Giovanni Da San Martino, Seunghak Yu, Alberto Barrón-Cedeño, Rostislav Petrov, Preslav Nakov

Automatic Argument Quality Assessment - New Datasets and Methods

Assaf Toledo, Shai Gretz, Edo Cohen-Karlik, Roni Friedman, Elad Venezian

A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis

Chuang Fan, Hongyu Yan, Jiachen Du, Lin Gui, Lidong Bing

Rethinking Attribute Representation and Injection for Sentiment Classification

Reinald Kim Amplayo

A Dataset of General-Purpose Rebuttal

Matan Orbach, Yonatan Bilu, Ariel Gera, Yoav Kantor, Lena Dankin

Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning

Jingjing Wang, Changlong Sun, Shoushan Li, Jiancheng Wang, Luo Si

A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis

Yunlong Liang, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen

Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification

Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng

Shallow Domain Adaptive Embeddings for Sentiment Analysis

Prathusha K Sarma, Yingyu Liang, William Sethares

From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining

Alexandre Garcia, Pierre Colombo, Florence d’Alché-Buc, Slim Essid, Chloé Clavel

Leveraging Structural and Semantic Correspondence for Attribute-Oriented Aspect Sentiment Discovery

Zhe Zhang, Munindar Singh

LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification

Jingjing Xu, Liang Zhao, Hanqi Yan, Qi Zeng, Yun Liang

Specificity-Driven Cascading Approach for Unsupervised Sentiment Modification

Pengcheng Yang, Junyang Lin, Jingjing Xu, jun xie, Qi Su

Emotion Detection with Neural Personal Discrimination

Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang

Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification

Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao

Learning Explicit and Implicit Structures for Targeted Sentiment Analysis

Hao Li, Wei Lu

Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks

Binxuan Huang, Kathleen Carley

Modeling Graph Structure in Transformer for Better AMR-to-Text Generation

Jie Zhu, Junhui Li, Muhua Zhu, Longhua Qian, Min Zhang

Model-based Interactive Semantic Parsing: A Unified Framework and A Text-to-SQL Case Study

Ziyu Yao, Yu Su, Huan Sun, Wen-tau Yih

JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation

Rajas Agashe, Srinivasan Iyer, Luke Zettlemoyer

Learning Programmatic Idioms for Scalable Semantic Parsing

Srinivasan Iyer, Alvin Cheung, Luke Zettlemoyer

Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks

Xinchi Chen, Chunchuan Lyu, Ivan Titov

Data-Anonymous Encoding for Text-to-SQL Generation

Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang

Transfer Fine-Tuning: A BERT Case Study

Yuki Arase, Jun’ichi Tsujii

A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling

Qingrong Xia, Zhenghua Li, Min Zhang

Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling

Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi

Cloze-driven Pretraining of Self-attention Networks

Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli

Syntax-aware Multilingual Semantic Role Labeling

Shexia He, Zuchao Li, Hai Zhao

Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions

Rui Zhang, Tao Yu, Heyang Er, Sungrok Shim, Eric Xue

Text2Math: End-to-end Parsing Text into Math Expressions

Yanyan Zou, Wei Lu

A Split-and-Recombine Approach for Follow-up Query Analysis

Qian Liu, Bei Chen, Haoyan Liu, Jian-Guang Lou, Lei Fang

Do NLP Models Know Numbers? Probing Numeracy in Embeddings

Eric Wallace, Yizhong Wang, Sujian Li, Sameer Singh, Matt Gardner

Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations

Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan

Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation

Yogarshi Vyas, Marine Carpuat

Examining Gender Bias in Languages with Grammatical Gender

Pei Zhou, Weijia Shi, Jieyu Zhao, Kuan-Hao Huang, Muhao Chen

It’s All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution

Rowan Hall Maudslay, Hila Gonen, Ryan Cotterell, Simone Teufel

MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model

Yukun Ma, Patrick H. Chen, Cho-jui Hsieh

Multiplex Word Embeddings for Selectional Preference Acquisition

Hongming Zhang, Jiaxin Bai, Yan Song, Kun Xu, Changlong Yu

On Efficient Retrieval of Top Similarity Vectors

Shulong Tan, Zhixin Zhou, Zhaozhuo Xu, Ping Li

Document Hashing with Mixture-Prior Generative Models

Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen

Adversarial Reprogramming of Text Classification Neural Networks

Paarth Neekhara, Shehzeen Hussain, Shlomo Dubnov, Farinaz Koushanfar

A Context-based Framework for Modeling the Role and Function of On-line Resource Citations in Scientific Literature

He Zhao, Zhunchen Luo, Chong Feng, Anqing Zheng, Xiaopeng Liu

Human-grounded Evaluations of Explanation Methods for Text Classification

Piyawat Lertvittayakumjorn, Francesca Toni

TuckER: Tensor Factorization for Knowledge Graph Completion

Ivana Balazevic, Carl Allen, Timothy Hospedales

Open Domain Web Keyphrase Extraction Beyond Language Modeling

Lee Xiong, Chuan Hu, Chenyan Xiong, Daniel Campos, Arnold Overwijk