Reasoning

Single-Agent Policy Tree Search With Guarantees NeurIPS 2018 State Abstractions for Lifelong Reinforcement Learning ICML 2018 SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference EMNLP 2018 Tackling the Story Ending Biases in The Story Cloze Test ACL 2018 Textual Analogy Parsing: What’s Shared and What’s Compared among Analogous Facts EMNLP 2018 The Argument Reasoning Comprehension Task: Identification and Reconstruction of Implicit Warrants NAACL 2018 Toward Driving Scene Understanding: A Dataset for Learning Driver Behavior and Causal Reasoning CVPR 2018 Towards Dynamic Computation Graphs via Sparse Latent Structure EMNLP 2018 Tracking State Changes in Procedural Text: a Challenge Dataset and Models for Process Paragraph Comprehension NAACL 2018 Translating a Math Word Problem to a Expression Tree EMNLP 2018 Visual Curiosity: Learning to Ask Questions to Learn Visual Recognition CoRL 2018 What Action Causes This? Towards Naive Physical Action-Effect Prediction ACL 2018 Working Memory Networks: Augmenting Memory Networks with a Relational Reasoning Module ACL 2018 Adaptive Elicitation of Preferences under Uncertainty in Sequential Decision Making Problems IJCAI 2017 Annotating Derivations: A New Evaluation Strategy and Dataset for Algebra Word Problems EACL 2017 A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role Labeling CoNLL 2017 A simple neural network module for relational reasoning NeurIPS 2017 AToM: An Analogical Theory of Mind IJCAI 2017 Attention-over-Attention Neural Networks for Reading Comprehension ACL 2017 A Unified Framework for Structured Prediction: From Theory to Practice EMNLP 2017 Beyond Sentential Semantic Parsing: Tackling the Math SAT with a Cascade of Tree Transducers EMNLP 2017 Bidirectional Beam Search: Forward-Backward Inference in Neural Sequence Models for Fill-In-The-Blank Image Captioning CVPR 2017 Chains of Reasoning over Entities, Relations, and Text using Recurrent Neural Networks EACL 2017 CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning CVPR 2017 Computational Argumentation Quality Assessment in Natural Language EACL 2017