AAAI 2020

1,794 papers

Evaluating Commonsense in Pre-Trained Language Models

Xuhui Zhou, Yue Zhang, Leyang Cui, Dandan Huang

Co-Attention Hierarchical Network: Generating Coherent Long Distractors for Reading Comprehension

Xiaorui Zhou, Senlin Luo, Yunfang Wu

Learning to Compare for Better Training and Evaluation of Open Domain Natural Language Generation Models

Wangchunshu Zhou, Ke Xu

Discourse Level Factors for Sentence Deletion in Text Simplification

Yang Zhong, Chao Jiang, Wei Xu, Junyi Jessy Li

JEC-QA: A Legal-Domain Question Answering Dataset

Haoxi Zhong, Chaojun Xiao, Cunchao Tu, Tianyang Zhang, Zhiyuan Liu

A Pre-Training Based Personalized Dialogue Generation Model with Persona-Sparse Data

Yinhe Zheng, Rongsheng Zhang, Minlie Huang, Xiaoxi Mao

Replicate, Walk, and Stop on Syntax: An Effective Neural Network Model for Aspect-Level Sentiment Classification

Yaowei Zheng, Richong Zhang, Samuel Mensah, Yongyi Mao

Dynamic Reward-Based Dueling Deep Dyna-Q: Robust Policy Learning in Noisy Environments

Yangyang Zhao, Zhenyu Wang, Kai Yin, Rui Zhang, Zhenhua Huang

Semi-Supervised Text Simplification with Back-Translation and Asymmetric Denoising Autoencoders

Yanbin Zhao, Lu Chen, Zhi Chen, Kai Yu

Balancing Quality and Human Involvement: An Effective Approach to Interactive Neural Machine Translation

Tianxiang Zhao, Lemao Liu, Guoping Huang, Huayang Li, Yingling Liu

Reinforced Curriculum Learning on Pre-Trained Neural Machine Translation Models

Mingjun Zhao, Haijiang Wu, Di Niu, Xiaoli Wang

Weakly-Supervised Opinion Summarization by Leveraging External Information

Chao Zhao, Snigdha Chaturvedi

SG-Net: Syntax-Guided Machine Reading Comprehension

Zhuosheng Zhang, Yuwei Wu, Junru Zhou, Sufeng Duan, Hai Zhao

Semantics-Aware BERT for Language Understanding

Zhuosheng Zhang, Yuwei Wu, Hai Zhao, Zuchao Li, Shuailiang Zhang

Distilling Knowledge from Well-Informed Soft Labels for Neural Relation Extraction

Zhenyu Zhang, Xiaobo Shu, Bowen Yu, Tingwen Liu, Jiapeng Zhao

Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion

Zhao Zhang, Fuzhen Zhuang, Hengshu Zhu, Zhiping Shi, Hui Xiong

Task-Oriented Dialog Systems That Consider Multiple Appropriate Responses under the Same Context

Yichi Zhang, Zhijian Ou, Zhou Yu

CFGNN: Cross Flow Graph Neural Networks for Question Answering on Complex Tables

Xuanyu Zhang

Filling Conversation Ellipsis for Better Social Dialog Understanding

Xiyuan Zhang, Chengxi Li, Dian Yu, Samuel Davidson, Zhou Yu

Learning Conceptual-Contextual Embeddings for Medical Text

Xiao Zhang, Dejing Dou, Ji Wu

Learning Long- and Short-Term User Literal-Preference with Multimodal Hierarchical Transformer Network for Personalized Image Caption

Wei Zhang, Yue Ying, Pan Lu, Hongyuan Zha

DCMN+: Dual Co-Matching Network for Multi-Choice Reading Comprehension

Shuailiang Zhang, Hai Zhao, Yuwei Wu, Zhuosheng Zhang, Xi Zhou

Structure Learning for Headline Generation

Ruqing Zhang, Jiafeng Guo, Yixing Fan, Yanyan Lan, Xueqi Cheng

Exploiting Cross-Lingual Subword Similarities in Low-Resource Document Classification

Mozhi Zhang, Yoshinari Fujinuma, Jordan Boyd-Graber

Graph LSTM with Context-Gated Mechanism for Spoken Language Understanding

Linhao Zhang, Dehong Ma, Xiaodong Zhang, Xiaohui Yan, Houfeng Wang

Multi-Point Semantic Representation for Intent Classification

Jinghan Zhang, Yuxiao Ye, Yue Zhang, Likun Qiu, BIN FU

Span Model for Open Information Extraction on Accurate Corpus

Junlang Zhan, Hai Zhao

Neural Simile Recognition with Cyclic Multitask Learning and Local Attention

Jiali Zeng, Linfeng Song, Jinsong Su, jun xie, Wei Song

CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning

Daojian Zeng, Haoran Zhang, Qianying Liu

Improving Context-Aware Neural Machine Translation Using Self-Attentive Sentence Embedding

Hyeongu Yun, Yongkeun Hwang, Kyomin Jung

Automatic Generation of Headlines for Online Math Questions

Ke Yuan, Dafang He, Zhuoren Jiang, Liangcai Gao, Zhi Tang

Enhancing Pointer Network for Sentence Ordering with Pairwise Ordering Predictions

Yongjing Yin, Fandong Meng, Jinsong Su, Yubin Ge, Lingeng Song

Dialog State Tracking with Reinforced Data Augmentation

Yichun Yin, Lifeng Shang, Xin Jiang, Xiao Chen, Qun Liu

Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation

Haiyan Yin, Dingcheng Li, Xu Li, Ping Li

PHASEN: A Phase-and-Harmonics-Aware Speech Enhancement Network

Dacheng Yin, Chong Luo, Zhiwei Xiong, Wenjun Zeng

MixPoet: Diverse Poetry Generation via Learning Controllable Mixed Latent Space

Xiaoyuan Yi, Ruoyu Li, Cheng Yang, Wenhao Li, Maosong Sun

Integrating Relation Constraints with Neural Relation Extractors

Yuan Ye, Yansong Feng, Bingfeng Luo, Yuxuan Lai, Dongyan Zhao

A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations

Zekun Yang, Juan Feng

Causally Denoise Word Embeddings Using Half-Sibling Regression

Zekun Yang, Tianlin Liu

Visual Agreement Regularized Training for Multi-Modal Machine Translation

Pengcheng Yang, Boxing Chen, Pei Zhang, Xu Sun

Be Relevant, Non-Redundant, and Timely: Deep Reinforcement Learning for Real-Time Event Summarization

Min Yang, Chengming Li, Fei Sun, Zhou Zhao, Ying Shen

End-to-End Bootstrapping Neural Network for Entity Set Expansion

Lingyong Yan, Xianpei Han, Ben He, Le Sun

Generalize Sentence Representation with Self-Inference

Kai-Chou Yang, Hung-Yu Kao

Alternating Language Modeling for Cross-Lingual Pre-Training

Jian Yang, Shuming Ma, Dongdong Zhang, Shuangzhi Wu, Zhoujun Li

Towards Making the Most of BERT in Neural Machine Translation

Jiacheng Yang, Mingxuan Wang, Hao Zhou, Chengqi Zhao, Weinan Zhang

Knowledge and Cross-Pair Pattern Guided Semantic Matching for Question Answering

Zihan Xu, Hai-Tao Zheng, Shaopeng Zhai, Dong Wang

Improving Domain-Adapted Sentiment Classification by Deep Adversarial Mutual Learning

Qianming Xue, Wei Zhang, Hongyuan Zha

Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment

Kun Xu, Linfeng Song, Yansong Feng, Yan Song, Dong Yu

The Value of Paraphrase for Knowledge Base Predicates

Bingcong Xue, Sen Hu, Lei Zou, Jiashu Cheng

Knowledge Graph Grounded Goal Planning for Open-Domain Conversation Generation

Jun Xu, Haifeng Wang, Zhengyu Niu, Hua Wu, Wanxiang Che

Hashing Based Answer Selection

Dong Xu, Wu-jun Li

Attentive User-Engaged Adversarial Neural Network for Community Question Answering

Yuexiang Xie, Ying Shen, Yaliang Li, Min Yang, Kai Lei

Joint Entity and Relation Extraction with a Hybrid Transformer and Reinforcement Learning Based Model

Ya Xiao, Chengxiang Tan, Zhijie Fan, Qian Xu, Wenye Zhu

Copy or Rewrite: Hybrid Summarization with Hierarchical Reinforcement Learning

Liqiang Xiao, Lu Wang, Hao He, Yaohui Jin

Latent Opinions Transfer Network for Target-Oriented Opinion Words Extraction

Zhen Wu, Fei Zhao, Xin-yu Dai, Shujian Huang, Jiajun Chen

A Dataset for Low-Resource Stylized Sequence-to-Sequence Generation

Yu Wu, Yunli Wang, Shujie LIU

Importance-Aware Learning for Neural Headline Editing

Qingyang Wu, Lei Li, Hao Zhou, Ying Zeng, Zhou Yu

Enhanced Meta-Learning for Cross-Lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson

Acquiring Knowledge from Pre-Trained Model to Neural Machine Translation

Rongxiang Weng, Heng Yu, Shujian Huang, Shanbo Cheng, Weihua Luo

GRET: Global Representation Enhanced Transformer

Rongxiang Weng, Haoran Wei, Shujian Huang, Heng Yu, Lidong Bing

Learning Multi-Level Dependencies for Robust Word Recognition

Zhiwei Wang, Hui LIU, Jiliang Tang, Songfan Yang, Gale Yan Huang

TextNAS: A Neural Architecture Search Space Tailored for Text Representation

Yujing Wang, Yaming Yang, Yiren Chen, Jing Bai, Ce Zhang

Go From the General to the Particular: Multi-Domain Translation with Domain Transformation Networks

Yong Wang, Longyue Wang, Shuming Shi, Victor O.K. Li, Zhaopeng Tu

Integrating Deep Learning with Logic Fusion for Information Extraction

Wenya Wang, Sinno Jialin Pan

Masking Orchestration: Multi-Task Pretraining for Multi-Role Dialogue Representation Learning

Tianyi Wang, Yating Zhang, Xiaozhong Liu, Changlong Sun, Qiong Zhang

Multi-Level Head-Wise Match and Aggregation in Transformer for Textual Sequence Matching

Shuohang Wang, Yunshi Lan, Yi Tay, Jing Jiang, Jingjing Liu

Probing Brain Activation Patterns by Dissociating Semantics and Syntax in Sentences

Shaonan Wang, Jiajun Zhang, Nan Lin, Chengqing Zong

Multi-Task Self-Supervised Learning for Disfluency Detection

Shaolei Wang, Wangxiang Che, Qi Liu, Pengda Qin, Ting Liu

Storytelling from an Image Stream Using Scene Graphs

Ruize Wang, zhongyu wei, Piji Li, Qi Zhang, Xuanjing Huang

Sentiment Classification in Customer Service Dialogue with Topic-Aware Multi-Task Learning

Jiancheng Wang, Jingjing Wang, Changlong Sun, Shoushan Li, Xiaozhong Liu

Improving Knowledge-Aware Dialogue Generation via Knowledge Base Question Answering

Jian Wang, Junhao Liu, Wei Bi, Xiaojiang Liu, Kejing He

Bridging the Gap between Pre-Training and Fine-Tuning for End-to-End Speech Translation

Chengyi Wang, Yu Wu, Shujie LIU, Zhenglu Yang, Ming Zhou

Neural Machine Translation with Byte-Level Subwords

Changhan Wang, Kyunghyun Cho, Jiatao Gu

ReCO: A Large Scale Chinese Reading Comprehension Dataset on Opinion

Bingning Wang, Ting Yao, Qi Zhang, Jingfang Xu, Xiaochuan Wang

Neural Question Generation with Answer Pivot

Bingning Wang, Xiaochuan Wang, Ting Tao, Qi Zhang, Jingfang Xu

Unsupervised Neural Dialect Translation with Commonality and Diversity Modeling

Yu Wan, Baosong Yang, Derek F. Wong, Lidia S. Chao, Haihua Du

Target-Aspect-Sentiment Joint Detection for Aspect-Based Sentiment Analysis

Hai Wan, Yufei Yang, Jianfeng Du, Yanan Liu, Kunxun Qi

Parsing as Pretraining

David Vilares, Michalina Strzyz, Anders Søgaard, Carlos Gómez-Rodríguez

Multi-View Consistency for Relation Extraction via Mutual Information and Structure Prediction

Amir Veyseh, Franck Dernoncourt, My Thai, Dejing Dou, Thien Nguyen

A Joint Model for Definition Extraction with Syntactic Connection and Semantic Consistency

Amir Veyseh, Franck Dernoncourt, Dejing Dou, Thien Nguyen

A Comparison of Architectures and Pretraining Methods for Contextualized Multilingual Word Embeddings

Niels van der Heijden, Samira Abnar, Ekaterina Shutova

An Annotated Corpus of Reference Resolution for Interpreting Common Grounding

Takuma Udagawa, Akiko Aizawa

Select, Answer and Explain: Interpretable Multi-Hop Reading Comprehension over Multiple Documents

Ming Tu, Kevin Huang, Guangtao Wang, Jing Huang, Xiaodong He

Capturing Greater Context for Question Generation

Luu Anh Tuan, Darsh Shah, Regina Barzilay

Sentence Generation for Entity Description with Content-Plan Attention

Bayu Trisedya, Jianzhong Qi, Rui Zhang

Fine-Grained Argument Unit Recognition and Classification

Dietrich Trautmann, Johannes Daxenberger, Christian Stab, Hinrich Schütze, Iryna Gurevych

Image Enhanced Event Detection in News Articles

Meihan Tong, Shuai Wang, Yixin Cao, Bin Xu, Juanzi Li

Capturing Sentence Relations for Answer Sentence Selection with Multi-Perspective Graph Encoding

Zhixing Tian, Yuanzhe Zhang, Xinwei Feng, Wenbin Jiang, Yajuan Lyu

Multi-Label Patent Categorization with Non-Local Attention-Based Graph Convolutional Network

Pingjie Tang, Meng Jiang, Bryan (Ning) Xia, Jed W. Pitera, Jeffrey Welser

Boundary Enhanced Neural Span Classification for Nested Named Entity Recognition

Chuanqi Tan, Wei Qiu, Mosha Chen, Rui Wang, Fei Huang

Adapting Language Models for Non-Parallel Author-Stylized Rewriting

Bakhtiyar Syed, Gaurav Verma, Balaji Vasan Srinivasan, Anandhavelu Natarajan, Vasudeva Varma

Distributed Representations for Arithmetic Word Problems

Sowmya S Sundaram, Deepak P, Savitha Sam Abraham

Learning Relationships between Text, Audio, and Video via Deep Canonical Correlation for Multimodal Language Analysis

Zhongkai Sun, Prathusha Sarma, William Sethares, Yingyu Liang

TreeGen: A Tree-Based Transformer Architecture for Code Generation

Zeyu Sun, Qihao Zhu, Yingfei Xiong, Yican Sun, Lili Mou

Generating Diverse Translation by Manipulating Multi-Head Attention

Zewei Sun, Shujian Huang, Hao-Ran Wei, Xin-yu Dai, Jiajun Chen

ERNIE 2.0: A Continual Pre-Training Framework for Language Understanding

Yu Sun, Shuohuan Wang, Yukun Li, Shikun Feng, Hao Tian

Neural Semantic Parsing in Low-Resource Settings with Back-Translation and Meta-Learning

Yibo Sun, Duyu Tang, Nan Duan, Yeyun Gong, Xiaocheng Feng

SPARQA: Skeleton-Based Semantic Parsing for Complex Questions over Knowledge Bases

Yawei Sun, Lingling Zhang, Gong Cheng, Yuzhong Qu

History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System

Yajing Sun, Yue Hu, Luxi Xing, Jing Yu, Yuqiang Xie

Learning Sparse Sharing Architectures for Multiple Tasks

Tianxiang Sun, Yunfan Shao, Xiaonan Li, Pengfei Liu, Hang Yan