Evaluating and Integrating Databases in the Area of NLP · 2018. 10. 29. · Evaluating and...
Transcript of Evaluating and Integrating Databases in the Area of NLP · 2018. 10. 29. · Evaluating and...
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
QUALICO 2018
Wahed Hemati, Alexander Mehler, Tolga Uslu, Daniel Baumartz, Giuseppe Abrami
Evaluating and Integrating Databases
in the Area of NLP
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
1. Introduction
2. TextImager
3. Database-Evaluation
4. Linked Data
5. Conclusion and Future Work
Agenda
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Introduction
Natural Language Processing
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Introduction
Natural Language Processing
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Introduction
Big Data
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Introduction
Big Data for NLP: Examples
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Introduction
Big Data for NLP
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
1. Introduction
2. TextImager
3. Database-Evaluation
4. Linked Data
5. Conclusion and Future Work
Agenda
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
UIMA-Based NLP Framework
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-Service System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-Server System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-User System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-Pipeline System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-Visualization System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Linked Data
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Backend: Multi-Database System
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Wikipedia Sample
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Wikipedia Sample
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Problems
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
TextImager
Database
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
1. Introduction
2. TextImager
3. Database-Evaluation
4. Linked Data
5. Conclusion and Future Work
Agenda
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Database Types
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Databases
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Databases
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments: Data
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments: Storage Performance
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments: Reading Performance
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments: Query Performance
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Experiments: Conclusion
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
Conclusion
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Database-Evaluation
TextImager Interface for MDBMS: Indexes
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
1. Introduction
2. TextImager
3. Database-Evaluation
4. Linked Data
5. Conclusion and Future Work
Agenda
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Introduction
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Blazegraph
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Data
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Piano and Oboe as Concept
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Blazegraph
Example Result
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Integrate External Services
SELECT DISTINCT ?sToken ?sWD ?sentenceLabel WHERE
{
SERVICE <https://query.wikidata.org/sparql>
{
?sWD wdt:P31/wdt:P279* wd:Q34379 . # musical instrument
}
hint:Prior hint:runFirst true .
?sToken rdf:type token: .
?sToken hup:wikidata ?sWD .
?sToken hup:sentence ?sSentence .
?sSentence rdfs:label ?sentenceLabel .
}
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Linked Data
Conclusion
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
1. Introduction
2. TextImager
3. Database-Evaluation
4. Linked Data
5. Conclusion and Future Work
Agenda
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Conclusion
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
Future Work
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
References
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
References
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Evaluating and Integrating Databases in the Area of NLP – QUALICO 2018
References
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• Hewitt, E. (2010). Cassandra: The Definitive Guide. O’Reilly Media, Inc., 1st edition.
• Hinrichs, E., Hinrichs, M., and Zastrow, T. (2010). WebLicht: Web-based LRT services for German. In Proc. of the ACL 2010, pages 25–29.
• Kim, Y., Chiu, Y., Hanaki, K., Hegde, D., and Petrov, S. (2014). Temporal analysis of language through neural language models. CoRR, abs/1405.3515.
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