Reasoning

Multi-Element Long Distance Dependencies: Using SPk Languages to Explore the Characteristics of Long-Distance Dependencies ACL 2019 Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs ACL 2019 Multi-hop Reading Comprehension through Question Decomposition and Rescoring ACL 2019 Multi-Target Embodied Question Answering CVPR 2019 NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language ACL 2019 Number Sequence Prediction Problems for Evaluating Computational Powers of Neural Networks AAAI 2019 One-to-X Analogical Reasoning on Word Embeddings: a Case for Diachronic Armed Conflict Prediction from News Texts ACL 2019 On Limited Conjunctions and Partial Features in Parameter-Tractable Feature Logics AAAI 2019 On Structured Argumentation with Conditional Preferences AAAI 2019 On Tractable Computation of Expected Predictions NeurIPS 2019 Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction CVPR 2019 Per-Decision Option Discounting ICML 2019 Performance Guarantees for Homomorphisms beyond Markov Decision Processes AAAI 2019 Polynomial-Time Probabilistic Reasoning with Partial Observations via Implicit Learning in Probability Logics AAAI 2019 Push-pull Feedback Implements Hierarchical Information Retrieval Efficiently NeurIPS 2019 Quantity Tagger: A Latent-Variable Sequence Labeling Approach to Solving Addition-Subtraction Word Problems ACL 2019 QUAREL: A Dataset and Models for Answering Questions about Qualitative Relationships AAAI 2019 QuaRTz: An Open-Domain Dataset of Qualitative Relationship Questions EMNLP 2019 Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering EMNLP 2019 Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in Videos AAAI 2019 Reasoning over Assumption-Based Argumentation Frameworks via Direct Answer Set Programming Encodings AAAI 2019 Reasoning Over Paragraph Effects in Situations EMNLP 2019 Reasoning over Streaming Data in Metric Temporal Datalog AAAI 2019 Relating the Structure of a Problem and Its Explanation AAAI 2019 Revisiting the Evaluation of Theory of Mind through Question Answering EMNLP 2019