Logical Rules
Related Papers
Jointly Embedding Knowledge Graphs and Logical Rules
Embedding knowledge graphs into continuous vector spaces has recently attracted increasing interest. Most existing methods perform the embedding task using only fact triples. Logi- cal rules, although containing rich background …...
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps
AbstractA multi-hop question answering (QA) dataset aims to test reasoning and inference skills by requiring a model to read multiple paragraphs to answer a given question. However, current datasets do …...
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering
AbstractMany natural language questions require qualitative, quantitative or logical comparisons between two entities or events. This paper addresses the problem of improving the accuracy and consistency of responses to comparison …...
Weakly Supervised Named Entity Tagging with Learnable Logical Rules
AbstractWe study the problem of building entity tagging systems by using a few rules as weak supervision. Previous methods mostly focus on disambiguating entity types based on contexts and expert-provided …...