code2seq: Generating Sequences from Structured Representations of Code. Uri Alon, Shaked Brody, Omer Levy, Eran Yahav. ICLR 2019
Hierarchical Generative Modeling for Controllable Speech Synthesis. Wei-Ning Hsu, Yu Zhang, Ron J. Weiss, Heiga Zen, Yonghui Wu, Yuxuan Wang, Yuan Cao, Ye Jia, Zhifeng Chen, Jonathan Shen, Patrick Nguyen, Ruoming Pang. ICLR 2019
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue. Chien-Sheng Wu, Richard Socher, Caiming Xiong. ICLR 2019
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question Answering. Rajarshi Das, Shehzaad Dhuliawala, Manzil Zaheer, Andrew McCallum. ICLR 2019
Outline Generation: Understanding the Inherent Content Structure of Documents. Ruqing Zhang, Jiafeng Guo, Yixing Fan, Yanyan Lan and Xueqi Cheng. SIGIR 2019
2
知识库问答
Asking Clarification Questions in Knowledge-Based Question Answering. Jingjing Xu, Yuechen Wang, Duyu Tang, Nan Duan, Pengcheng Yang, Qi Zeng, Ming Zhou and Xu SUN. EMNLP 2019
Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss. Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie and Jun Zhao. EMNLP 2019
KagNet: Learning to Answer Commonsense Questions with Knowledge-Aware Graph Networks. Bill Yuchen Lin, Xinyue Chen, Jamin Chen and Xiang Ren. EMNLP 2019
Multi-task Learning for Conversational Question Answering Over a Large-Scale Knowledge Base. Tao Shen, Xiubo Geng, Tao QIN, Daya Guo, Duyu Tang, Nan Duan, Guodong Long and Daxin Jiang. EMNLP 2019
3
对话系统
EnsembleGAN: Adversarial Learning for Retrieval-Generation Ensemble Model on Short-Text Conversation. Jiayi Zhang, Chongyang Tao, Zhenjing Xu, Qiaojing Xie, Wei Chen, Rui Yan. SIGIR 2019
History Modeling for Conversational Question Answering. Chen Qu, Liu Yang, Minghui Qiu, Bruce Croft, Yongfeng Zhang and Mohit Iyyer. SIGIR 2019
4
推荐系统
Adversarial Training for Review-Based Recommendations. Dimitrios Rafailidis, Fabio Crestani. SIGIR 2019
Learning Unsupervised Semantic Document Representation for Fine-grained Aspect-based Sentiment Analysis. Hao-Ming Fu and Pu-Jen Cheng. SIGIR 2019
Syntax-Aware Aspect-Level Sentiment Classification with Proximity-Weighted Convolution Network. Chen Zhang, Qiuchi Li and Dawei Song. SIGIR 2019
5
风格迁移
Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training. Chih-Te Lai, Yi-Te Hong, Hong-You Chen, Chi-Jen Lu and Shou-De Lin. EMNLP 2019
Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation. Ke Wang, Hang Hua, Xiaojun Wan. Arxiv 2019
Unsupervised Text Style Transfer using Language Models as Discriminators. Zichao Yang, Zhiting Hu, Chris Dyer, Eric P. Xing, Taylor Berg-Kirkpatrick. NIPS 2018
Zero-Shot Fine-Grained Style Transfer: Leveraging Distributed Continuous Style Representations to Transfer To Unseen Styles. Eric Michael Smith, Diana Gonzalez-Rico, Emily Dinan, Y-Lan Boureau. Arxiv 2019