EMNLP 2018

1,049 papers

Frustratingly Easy Model Ensemble for Abstractive Summarization

Hayato Kobayashi

MSMO: Multimodal Summarization with Multimodal Output

Junnan Zhu, Haoran Li, Tianshang Liu, Yu Zhou, Jiajun Zhang

Semi-Supervised Learning for Neural Keyphrase Generation

Hai Ye, Lu Wang

Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization

Logan Lebanoff, Kaiqiang Song, Fei Liu

APRIL: Interactively Learning to Summarise by Combining Active Preference Learning and Reinforcement Learning

Yang Gao, Christian M. Meyer, Iryna Gurevych

Controlling Length in Abstractive Summarization Using a Convolutional Neural Network

Yizhu Liu, Zhiyi Luo, Kenny Zhu

Bottom-Up Abstractive Summarization

Sebastian Gehrmann, Yuntian Deng, Alexander Rush

Iterative Document Representation Learning Towards Summarization with Polishing

Xiuying Chen, Shen Gao, Chongyang Tao, Yan Song, Dongyan Zhao

Improving Neural Abstractive Document Summarization with Structural Regularization

Wei Li, Xinyan Xiao, Yajuan Lyu, Yuanzhuo Wang

Closed-Book Training to Improve Summarization Encoder Memory

Yichen Jiang, Mohit Bansal

Keyphrase Generation with Correlation Constraints

Jun Chen, Xiaoming Zhang, Yu Wu, Zhao Yan, Zhoujun Li

Abstractive Text-Image Summarization Using Multi-Modal Attentional Hierarchical RNN

Jingqiang Chen, Hai Zhuge

Object Hallucination in Image Captioning

Anna Rohrbach, Lisa Anne Hendricks, Kaylee Burns, Trevor Darrell, Kate Saenko

Learning to Describe Differences Between Pairs of Similar Images

Harsh Jhamtani, Taylor Berg-Kirkpatrick

Entity-aware Image Caption Generation

Di Lu, Spencer Whitehead, Lifu Huang, Heng Ji, Shih-fu Chang

Multimodal Differential Network for Visual Question Generation

Badri Narayana Patro, Sandeep Kumar, Vinod Kumar Kurmi, Vinay Namboodiri

Incorporating Background Knowledge into Video Description Generation

Spencer Whitehead, Heng Ji, Mohit Bansal, Shih-fu Chang, Clare Voss

Better Conversations by Modeling, Filtering, and Optimizing for Coherence and Diversity

Xinnuo Xu, Ondřej Dušek, Ioannis Konstas, Verena Rieser

Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints

Ashutosh Baheti, Alan Ritter, Jiwei Li, Bill Dolan

Stylistic Chinese Poetry Generation via Unsupervised Style Disentanglement

Cheng Yang, Maosong Sun, Xiaoyuan Yi, Wenhao Li

Towards a Better Metric for Evaluating Question Generation Systems

Preksha Nema, Mitesh M. Khapra

Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation

Jingjing Xu, Xuancheng Ren, Junyang Lin, Xu Sun

Answer-focused and Position-aware Neural Question Generation

Xingwu Sun, Jing Liu, Yajuan Lyu, Wei He, Yanjun Ma

Unsupervised Natural Language Generation with Denoising Autoencoders

Markus Freitag, Scott Roy

Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

Tao Yu, Rui Zhang, Kai Yang, Michihiro Yasunaga, Dongxu Wang

Paragraph-level Neural Question Generation with Maxout Pointer and Gated Self-attention Networks

Yao Zhao, Xiaochuan Ni, Yuanyuan Ding, Qifa Ke

Generating Classical Chinese Poems via Conditional Variational Autoencoder and Adversarial Training

Juntao Li, Yan Song, Haisong Zhang, Dongmin Chen, Shuming Shi

Operation-guided Neural Networks for High Fidelity Data-To-Text Generation

Feng Nie, Jinpeng Wang, Jin-ge Yao, Rong Pan, Chin-Yew Lin

Paraphrase Generation with Deep Reinforcement Learning

Zichao Li, Xin Jiang, Lifeng Shang, Hang Li

QuaSE: Sequence Editing under Quantifiable Guidance

Yi Liao, Lidong Bing, Piji Li, Shuming Shi, Wai Lam

AirDialogue: An Environment for Goal-Oriented Dialogue Research

Wei Wei, Quoc Le, Andrew Dai, Jia Li

Learning End-to-End Goal-Oriented Dialog with Multiple Answers

Janarthanan Rajendran, Jatin Ganhotra, Satinder Singh, Lazaros Polymenakos

A Self-Attentive Model with Gate Mechanism for Spoken Language Understanding

Changliang Li, Liang Li, Ji Qi

Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning

Shang-Yu Su, Xiujun Li, Jianfeng Gao, Jingjing Liu, Yun-Nung Chen

A Teacher-Student Framework for Maintainable Dialog Manager

Weikang Wang, Jiajun Zhang, Han Zhang, Mei-Yuh Hwang, Chengqing Zong

Semantic Role Labeling for Learner Chinese: the Importance of Syntactic Parsing and L2-L1 Parallel Data

Zi Lin, Yuguang Duan, Yuanyuan Zhao, Weiwei Sun, Xiaojun Wan

Hierarchical Quantized Representations for Script Generation

Noah Weber, Leena Shekhar, Niranjan Balasubramanian, Nathanael Chambers

Syntactic Scaffolds for Semantic Structures

Swabha Swayamdipta, Sam Thomson, Kenton Lee, Luke Zettlemoyer, Chris Dyer

Learning Latent Semantic Annotations for Grounding Natural Language to Structured Data

Guanghui Qin, Jin-ge Yao, Xuening Wang, Jinpeng Wang, Chin-Yew Lin

A Word-Complexity Lexicon and A Neural Readability Ranking Model for Lexical Simplification

Mounica Maddela, Wei Xu

BanditSum: Extractive Summarization as a Contextual Bandit

Yue Dong, Yikang Shen, Eric Crawford, Herke van Hoof, Jackie Chi Kit CHEUNG

Phrase-level Self-Attention Networks for Universal Sentence Encoding

Wei Wu, Houfeng Wang, Tianyu Liu, Shuming Ma

Pathologies of Neural Models Make Interpretations Difficult

Shi Feng, Eric Wallace, Alvin Grissom II, Mohit Iyyer, Pedro Rodriguez

CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization

Semih Yavuz, Chung-Cheng Chiu, Patrick Nguyen, Yonghui Wu

Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency

Zhuang Ma, Michael Collins

CARER: Contextualized Affect Representations for Emotion Recognition

Elvis Saravia, Hsien-Chi Toby Liu, Yen-Hao Huang, Junlin Wu, Yi-Shin Chen

Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly Supervised

Stefanos Angelidis, Mirella Lapata

Cross-topic Argument Mining from Heterogeneous Sources

Christian Stab, Tristan Miller, Benjamin Schiller, Pranav Rai, Iryna Gurevych

Sentiment Classification towards Question-Answering with Hierarchical Matching Network

Chenlin Shen, Changlong Sun, Jingjing Wang, Yangyang Kang, Shoushan Li

A Visual Attention Grounding Neural Model for Multimodal Machine Translation

Mingyang Zhou, Runxiang Cheng, Yong Jae Lee, Zhou Yu

Unsupervised Statistical Machine Translation

Mikel Artetxe, Gorka Labaka, Eneko Agirre

Meta-Learning for Low-Resource Neural Machine Translation

Jiatao Gu, Yong Wang, Yun Chen, Victor O. K. Li, Kyunghyun Cho

A Study of Reinforcement Learning for Neural Machine Translation

Lijun Wu, Fei Tian, Tao Qin, Jianhuang Lai, Tie-yan Liu

Beyond Error Propagation in Neural Machine Translation: Characteristics of Language Also Matter

Lijun Wu, Xu Tan, Di He, Fei Tian, Tao Qin

Native Language Identification with User Generated Content

Gili Goldin, Ella Rabinovich, Shuly Wintner

Identifying the sentiment styles of YouTube’s vloggers

Bennett Kleinberg, Maximilian Mozes, Isabelle van der Vegt

Framing and Agenda-setting in Russian News: a Computational Analysis of Intricate Political Strategies

Anjalie Field, Doron Kliger, Shuly Wintner, Jennifer Pan, Dan Jurafsky

Residualized Factor Adaptation for Community Social Media Prediction Tasks

Mohammadzaman Zamani, H. Andrew Schwartz, Veronica Lynn, Salvatore Giorgi, Niranjan Balasubramanian

Hierarchical CVAE for Fine-Grained Hate Speech Classification

Jing Qian, Mai ElSherief, Elizabeth Belding, William Yang Wang

Legal Judgment Prediction via Topological Learning

Haoxi Zhong, Zhipeng Guo, Cunchao Tu, Chaojun Xiao, Zhiyuan Liu

Predicting Factuality of Reporting and Bias of News Media Sources

Ramy Baly, Georgi Karadzhov, Dimitar Alexandrov, James Glass, Preslav Nakov

Multi-view Models for Political Ideology Detection of News Articles

Vivek Kulkarni, Junting Ye, Steve Skiena, William Yang Wang

Automatic Detection of Vague Words and Sentences in Privacy Policies

Logan Lebanoff, Fei Liu

Extractive Adversarial Networks: High-Recall Explanations for Identifying Personal Attacks in Social Media Posts

Samuel Carton, Qiaozhu Mei, Paul Resnick

Cross-Lingual Cross-Platform Rumor Verification Pivoting on Multimedia Content

Weiming Wen, Songwen Su, Zhou Yu

ExtRA: Extracting Prominent Review Aspects from Customer Feedback

Zhiyi Luo, Shanshan Huang, Frank F. Xu, Bill Yuchen Lin, Hanyuan Shi

Adaptive Semi-supervised Learning for Cross-domain Sentiment Classification

Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier

Contextual Inter-modal Attention for Multi-modal Sentiment Analysis

Deepanway Ghosal, Md Shad Akhtar, Dushyant Chauhan, Soujanya Poria, Asif Ekbal

Attentive Gated Lexicon Reader with Contrastive Contextual Co-Attention for Sentiment Classification

Yi Tay, Anh Tuan Luu, Siu Cheung Hui, Jian Su

Multi-grained Attention Network for Aspect-Level Sentiment Classification

Feifan Fan, Yansong Feng, Dongyan Zhao

An Interpretable Neural Network with Topical Information for Relevant Emotion Ranking

Yang Yang, Deyu Zhou, Yulan He

Limbic: Author-Based Sentiment Aspect Modeling Regularized with Word Embeddings and Discourse Relations

Zhe Zhang, Munindar Singh

IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis

Navonil Majumder, Soujanya Poria, Alexander Gelbukh, Md. Shad Akhtar, Erik Cambria

Hou Pong Chan, Irwin King

A Genre-Aware Attention Model to Improve the Likability Prediction of Books

Suraj Maharjan, Manuel Montes, Fabio A. González, Thamar Solorio

Content Explorer: Recommending Novel Entities for a Document Writer

MICHAL LUKASIK, Richard Zens

LRMM: Learning to Recommend with Missing Modalities

Cheng Wang, Mathias Niepert, Hui Li

Causal Explanation Analysis on Social Media

Youngseo Son, Nipun Bayas, H. Andrew Schwartz

Neural Ranking Models for Temporal Dependency Structure Parsing

Yuchen Zhang, Nianwen Xue

Investigating the Role of Argumentation in the Rhetorical Analysis of Scientific Publications with Neural Multi-Task Learning Models

Anne Lauscher, Goran Glavaš, Simone Paolo Ponzetto, Kai Eckert

Hierarchical Dirichlet Gaussian Marked Hawkes Process for Narrative Reconstruction in Continuous Time Domain

Yeon Seonwoo, Alice Oh, Sungjoon Park

Building Context-aware Clause Representations for Situation Entity Type Classification

Zeyu Dai, Ruihong Huang

A Computational Exploration of Exaggeration

Enrica Troiano, Carlo Strapparava, Gözde Özbal, Serra Sinem Tekiroglu

Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations

Aditi Chaudhary, Chunting Zhou, Lori Levin, Graham Neubig, David R. Mortensen

Explaining Character-Aware Neural Networks for Word-Level Prediction: Do They Discover Linguistic Rules?

Fréderic Godin, Kris Demuynck, Joni Dambre, Wesley De Neve, Thomas Demeester

Implicational Universals in Stochastic Constraint-Based Phonology

Giorgio Magri

Neural Transductive Learning and Beyond: Morphological Generation in the Minimal-Resource Setting

Katharina Kann, Hinrich Schütze

Multi-Hop Knowledge Graph Reasoning with Reward Shaping

Xi Victoria Lin, Richard Socher, Caiming Xiong

[RETRACTED] Playing 20 Question Game with Policy-Based Reinforcement Learning

Huang Hu, Xianchao Wu, Bingfeng Luo, Chongyang Tao, Can Xu

Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction

Yi Luan, Luheng He, Mari Ostendorf, Hannaneh Hajishirzi

Embedding Multimodal Relational Data for Knowledge Base Completion

Pouya Pezeshkpour, Liyan Chen, Sameer Singh

Knowledge Graph Embedding with Hierarchical Relation Structure

Zhao Zhang, Fuzhen Zhuang, Meng Qu, Fen Lin, Qing He

Multi-Reference Training with Pseudo-References for Neural Translation and Text Generation

Renjie Zheng, Mingbo Ma, Liang Huang

Learning Neural Templates for Text Generation

Sam Wiseman, Stuart Shieber, Alexander Rush

Integrating Transformer and Paraphrase Rules for Sentence Simplification

Sanqiang Zhao, Rui Meng, Daqing He, Andi Saptono, Bambang Parmanto

Variational Autoregressive Decoder for Neural Response Generation

Jiachen Du, Wenjie Li, Yulan He, Ruifeng Xu, Lidong Bing

Automatic Poetry Generation with Mutual Reinforcement Learning

Xiaoyuan Yi, Maosong Sun, Ruoyu Li, Wenhao Li

Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces

Anthony Rios, Ramakanth Kavuluru

Topic Memory Networks for Short Text Classification

Jichuan Zeng, Jing Li, Yan Song, Cuiyun Gao, Michael R. Lyu

Investigating Capsule Networks with Dynamic Routing for Text Classification

Wei Zhao, Jianbo Ye, Min Yang, Zeyang Lei, Suofei Zhang