Doing Natural Language Processing in A Natural Way: An NLP toolkit based on object-oriented knowledge base and multi-level grammar base

TL;DR

This paper presents an NLP toolkit that leverages an object-oriented knowledge base and multi-level grammar base for semantic parsing, capable of automatic knowledge and grammar discovery and iterative improvement.

Contribution

It introduces a novel NLP toolkit integrating automatic knowledge and grammar discovery with human verification for continuous enhancement.

Findings

Effective semantic parsing using the toolkit

Automatic discovery of new knowledge and grammar

Iterative process improves NLP performance

Abstract

We introduce an NLP toolkit based on object-oriented knowledge base and multi-level grammar base. This toolkit focuses on semantic parsing, it also has abilities to discover new knowledge and grammar automatically, new discovered knowledge and grammar will be identified by human, and will be used to update the knowledge base and grammar base. This process can be iterated many times to improve the toolkit continuously.