Knowledge & Reasoning

Graph Matching and Graph Rewriting: GREW tools for corpus exploration, maintenance and conversion EACL 2021 GraphMR: Graph Neural Network for Mathematical Reasoning EMNLP 2021 Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification EMNLP 2021 Hierarchical Relational Inference AAAI 2021 Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes Analysis NAACL 2021 HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph IJCAI 2021 HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions AAAI 2021 How much coffee was consumed during EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI EMNLP 2021 How to Gain on Power: Novel Conditional Independence Tests Based on Short Expansion of Conditional Mutual Information JMLR 2021 How to Train Your Agent to Read and Write AAAI 2021 Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021 Hyperbolic Geometry is Not Necessary: Lightweight Euclidean-Based Models for Low-Dimensional Knowledge Graph Embeddings EMNLP 2021 Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction EMNLP 2021 HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning EMNLP 2021 Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NeurIPS 2021 Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks EACL 2021 Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community EMNLP 2021 Identifying Morality Frames in Political Tweets using Relational Learning EMNLP 2021 Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning AAAI 2021 “I’m Not Mad”: Commonsense Implications of Negation and Contradiction NAACL 2021 Improved Algorithms for Allen's Interval Algebra: a Dynamic Programming Approach IJCAI 2021 Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021 Improving Causal Inference by Increasing Model Expressiveness AAAI 2021 Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning NeurIPS 2021 Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation EMNLP 2021