Papers
Sequence Generation with Optimal-Transport-Enhanced Reinforcement Learning
Liqun Chen, Ke Bai, Chenyang Tao et al.
DMRM: A Dual-Channel Multi-Hop Reasoning Model for Visual Dialog
Feilong Chen, Fandong Meng, Jiaming Xu et al.
Hyperbolic Interaction Model for Hierarchical Multi-Label Classification
Boli Chen, Xin Huang, Lin Xiao et al.
Zero-Shot Text-to-SQL Learning with Auxiliary Task
Shuaichen Chang, Pengfei Liu, Yun Tang et al.
Unsupervised Domain Adaptation on Reading Comprehension
Yu Cao, Meng Fang, Baosheng Yu et al.
Learning from Easy to Complex: Adaptive Multi-Curricula Learning for Neural Dialogue Generation
Hengyi Cai, Hongshen Chen, Cheng Zhang et al.
Graph Transformer for Graph-to-Sequence Learning
Deng Cai, Wai Lam
Inducing Relational Knowledge from BERT
Zied Bouraoui, Jose Camacho-Collados, Steven Schockaert
Modelling Semantic Categories Using Conceptual Neighborhood
Zied Bouraoui, Jose Camacho-Collados, Luis Espinosa-Anke et al.
Back to the Future – Temporal Adaptation of Text Representations
Johannes Bjerva, Wouter Kouw, Isabelle Augenstein
PIQA: Reasoning about Physical Commonsense in Natural Language
Yonatan Bisk, Rowan Zellers, Ronan Le bras et al.
Generating Well-Formed Answers by Machine Reading with Stochastic Selector Networks
Bin Bi, Chen Wu, Ming Yan et al.
Zero-Resource Cross-Lingual Named Entity Recognition
M Saiful Bari, Shafiq Joty, Prathyusha Jwalapuram
Simultaneously Linking Entities and Extracting Relations from Biomedical Text without Mention-Level Supervision
Trapit Bansal, Pat Verga, Neha Choudhary et al.
Understanding the Semantic Content of Sparse Word Embeddings Using a Commonsense Knowledge Base
Vanda Balogh, Gábor Berend, Dimitrios I. Diochnos et al.
Fine-Grained Named Entity Typing over Distantly Supervised Data Based on Refined Representations
Muhammad Asif Ali, Yifang Sun, Bing Li et al.
Do Not Have Enough Data? Deep Learning to the Rescue!
Ateret Anaby-Tavor, Boaz Carmeli, Esther Goldbraich et al.
Story Realization: Expanding Plot Events into Sentences
Prithviraj Ammanabrolu, Ethan Tien, Wesley Cheung et al.
End-to-End Argumentation Knowledge Graph Construction
Khalid Al-Khatib, Yufang Hou, Henning Wachsmuth et al.
Modelling Sentence Pairs via Reinforcement Learning: An Actor-Critic Approach to Learn the Irrelevant Words
Mahtab Ahmed, Robert E. Mercer
Knowledge Distillation from Internal Representations
Gustavo Aguilar, Yuan Ling, Yu Zhang et al.
LeDeepChef Deep Reinforcement Learning Agent for Families of Text-Based Games
Leonard Adolphs, Thomas Hofmann
Beyond Trees: Analysis and Convergence of Belief Propagation in Graphs with Multiple Cycles
Roie Zivan, Omer Lev, Rotem Galiki
Bi-Level Actor-Critic for Multi-Agent Coordination
Haifeng Zhang, Weizhe Chen, Zeren Huang et al.
COBRA: Context-Aware Bernoulli Neural Networks for Reputation Assessment
Leonit Zeynalvand, Tie Luo, Jie Zhang