sematch

Semantic similarity framework for knowledge graphs


Keywords
semantic, similarity, taxonomy, knowledge, graph, analysis, base, WordNet, DBpedia, YAGO, ontology
License
Apache-2.0
Install
pip install sematch==1.0.0

Documentation

Logo

Introduction

The name of Sematch is composed based on Spanish "se" and English "match". The logo of Sematch is based on the Chinese Yin and Yang which is written in I Ching. Somehow, it correlates to 0 and 1 in computer science. It is also the abbreviation of semantic matching. The sematch tool kit aims to provide you a framework for matching your required information from public Knowledge Graphs semantically.

The first demo system overview is shown as below. overview

This is the corresponding online demo.

The goal of the sematch is to provide several core tools for applications based on Knowledge Graphs (KGs).

  • semantic similarity of concepts in KG
  • entity linking and disambiguation with KG
  • semantic parsing
  • question answering based on knowledge graph

In the current prototype of sematch, you can try the following examples in your project to retrieve a list of entities using combination of keywords e.g. a entity type and a related entity.

    from sematch.QueryEngine import Engine

    engine = Engine()
    print engine.query('university Spain')
    print engine.query('lakes China')
    print engine.query('airports in France')
    print engine.query('mountains Italy')
    print engine.query('lakes United States')

We have provided a RESTful web server based on python Flask. By running

    python SematchServer.py 

you can have a running web-based interface.

This project is still under development.

The project is mainly maintained by Ganggao Zhu.

You can contact me via gzhu@dit.upm.es

Publications

Sematch: Semantic Entity Search from Knowledge Graph Zhu, G. & Iglesias, C. A (2015). In SumPre 2015 ESWC

License

Copyright 2015 UPM-GSI: Group of Intelligent Systems - Universidad Politécnica de Madrid (UPM)

Licensed under the Apache License, Version 2.0 (the "License"); 
You may not use this file except in compliance with the License. 
You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by 
applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific 
language governing permissions and limitations under the License.

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