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Talk given at the 4th International DBpedia Meeting in Poznan, Poland.
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Fact Extraction from Wikipedia
1.
Cutting Long Stories
Short Fact Extraction from Wikipedia Marco Fossati fossati@spaziodati.eu Poznan, 25th June 2015
2.
What? A Google Summer
of Code Project for DBpedia
3.
What? Teaching Machines to Read Natural
Language
4.
Why? Text Contains a
Huge Amount of Knowledge
5.
Why? DBpedia Focuses on
Semi-structured Data Discovery of New Relations Automatic Knowledge Base Population
6.
How? Machine Learning + Lexical Semantics
7.
How? Poland victory World
Cup 2014 “Poland won the World Cup in 2014”
8.
Approach 1. Lexical Units 1.1.Extraction
via POS Tagging 1.2.Statistical Ranking 2. Frame Database (FrameNet, Kicktionary) The Data-driven Way
9.
Approach 3. Frame +
Frame Elements Classification Unsupervised, Rule-based Supervised 4. Crowdsourced Training Set Construction 5. RDF Serialization The Data-driven Way
10.
Crowdsourcing the Annotation Label
words with Frame Elements
11.
Use Case Soccer Domain Widely
Represented (223.000 articles) Lots of Semi-structured Data Italian Wikipedia
12.
Wanna contribute? https://github.com/dbpedia/ fact-extractor
13.
That’s all Folks! Marco
Fossati fossati@spaziodati.eu
Download now