Reasoning

Explain Yourself! Leveraging Language Models for Commonsense Reasoning ACL 2019 Exploiting Explicit Paths for Multi-hop Reading Comprehension ACL 2019 Extracting Common Inference Patterns from Semi-Structured Explanations EMNLP 2019 Finding Generalizable Evidence by Learning to Convince Q&A Models EMNLP 2019 Fitting Multiple Heterogeneous Models by Multi-Class Cascaded T-Linkage CVPR 2019 “Going on a vacation” takes longer than “Going for a walk”: A Study of Temporal Commonsense Understanding EMNLP 2019 Hierarchically Structured Reinforcement Learning for Topically Coherent Visual Story Generation AAAI 2019 Hierarchical Representation in Neural Language Models: Suppression and Recovery of Expectations ACL 2019 HOList: An Environment for Machine Learning of Higher Order Logic Theorem Proving ICML 2019 How Pre-trained Word Representations Capture Commonsense Physical Comparisons EMNLP 2019 How Reasonable are Common-Sense Reasoning Tasks: A Case-Study on the Winograd Schema Challenge and SWAG EMNLP 2019 Incomplete Label Multi-Task Deep Learning for Spatio-Temporal Event Subtype Forecasting AAAI 2019 Incorporating External Knowledge into Machine Reading for Generative Question Answering EMNLP 2019 Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning EMNLP 2019 Incorporating Structured Commonsense Knowledge in Story Completion AAAI 2019 Inverse Abstraction of Neural Networks Using Symbolic Interpolation AAAI 2019 Iterated Belief Base Revision: A Dynamic Epistemic Logic Approach AAAI 2019 Learning by Abstraction: The Neural State Machine NeurIPS 2019 Learning Generalized Temporal Abstractions across Both Action and Perception AAAI 2019 Learning Perceptual Inference by Contrasting NeurIPS 2019 Learning to Compose Dynamic Tree Structures for Visual Contexts CVPR 2019 Learning to Plan with Logical Automata RSS 2019 Logic-Based Sequential Decision-Making AAAI 2019 Memory Grounded Conversational Reasoning EMNLP 2019 Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions ACL 2019