Darmstadt Knowledge Processing Repository

At the UKP Lab, we put a strong focus on developing the software that is the basis for our experiments in a re-usable manner. We call that body of software that we produce the Darmstadt Knowledge Processing Software Repository (DKPro). 

Products

Several products have grown from our DKPro philosophy and have been released under an open source license to the public:

  • CSniper is a search-based annotation tool to help distributed annotation teams finding infrequent linguistic phenomena in large corpora.
  • DKPro Core provides a set of ready to use software components for natural language processing, based on the Apache UIMA framework.
  • DKPro Lab is a lightweight framework for parameter sweeping experiments. It allows you to set up experiments consisting of multiple interdependent tasks in a declarative manner with minimal overhead.
  • DKPro LSR (Lexical Semantic Resources) is a unified API for several lexical-semantic resources.
  • DKPro Similarity is an open source software package for developing text similarity algorithms.
  • DKPro Spelling includes components for real-word spelling error correction and experimental frameworks for mining such errors from the Wikipedia revision history as well as for the "Helping Our Own" shared tasks 2011 and 2012.
  • DKPro Statistics is a collection of open-licensed statistical tools, currently including correlation and inter-rater agreement methods.
  • DKPro TC (Text Classification) is a UIMA-based text classification framework built on top of DKPro Core, DKPro Lab and the Weka Machine Learning Toolkit. It is intended to alleviate supervised machine learning experiments with any kind of textual data.
  • DKPro Uby is a Java framework for creating and accessing sense-linked lexical resources in accordance with the UBY-LMF lexicon model, an instantiation of the ISO standard Lexicon Markup Framework (LMF).
  • DKPro WSD is a modular, extensible Java framework for word sense disambiguation.
  • JOWKL (Java OmegaWiki Library) is an open-source, Java-based application programming interface that allows to access all information contained in OmegaWiki, such as glosses, usage examples, translations and much more.
  • JWKTL (Java Wiktionary Library) is a free, Java-based application programming interface that allows to access the information contained in Wiktionary.
  • JWPL (Java Wikipedia Library) is a free, Java-based application programming interface that allows to access all information contained in Wikipedia.
  • WebAnno is a general purpose web-based annotation tool for a wide range of linguistic annotations.

Team

The principal investigator is Prof. Dr. Iryna Gurevych.

Richard Eckart de Castilho is currently the technical lead.

DKPro is a shared project of all UKP to which all group members contribute.

Teaching

We use DKPro products in our courses:

Awards

The UKP group received two IBM's 2008 Unstructured Information Analytics (UIA) Awards for their DKPro proposals! The award was covered in the 30 June 2008 issue of the Darmstädter Echo.

Publications

Additional Attributes

Type

DKPro Keyphrases: Flexible and Reusable Keyphrase Extraction Experiments

Nicolai Erbs, Pedro Bispo Santos, Iryna Gurevych, Torsten Zesch
In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics. System Demonstrations, p. 31-36, June 2014
Association for Computational Linguistics
[Online-Edition: https://github.com/dkpro/dkpro-keyphrases]
[Inproceedings]

{DKPro} {WSD}: A Generalized {UIMA}-based Framework for Word Sense Disambiguation

Tristan Miller, Nicolai Erbs, Hans-Peter Zorn, Torsten Zesch, Iryna Gurevych
In: Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (System Demonstrations) (ACL 2013), p. 37-42, August 2013
Association for Computational Linguistics
[Online-Edition: https://dkpro.github.io/dkpro-wsd]
[Inproceedings]

A Lightweight Framework for Reproducible Parameter Sweeping in Information Retrieval

Richard Eckart de Castilho, Iryna Gurevych
In: Proceedings of the 2011 workshop on Data infrastructurEs for supporting information retrieval evaluation, p. 7-10, 2011
ACM
[Online-Edition: https://dkpro.github.io/dkpro-lab/]
[Inproceedings]

DKPro-UGD: A Flexible Data-Cleansing Approach to Processing User-Generated Discourse

Richard Eckart de Castilho, Iryna Gurevych
In: Online-proceedings of the First French-speaking meeting around the framework Apache UIMA, July 2009
[Online-Edition: https://dkpro.github.io/dkpro-core/]
[Inproceedings]

Information Extraction with the Darmstadt Knowledge Processing Software Repository (Extended Abstract)

Iryna Gurevych, Mark-Christoph Müller
In: Proceedings of the Workshop on Linguistic Processing Pipelines, 2008
[Inproceedings]

Darmstadt Knowledge Processing Repository Based on UIMA

Iryna Gurevych, Max Mühlhäuser, Christof Müller, Jürgen Steimle, Markus Weimer, Torsten Zesch
In: Proceedings of the First Workshop on Unstructured Information Management Architecture at Biannual Conference of the Society for Computational Linguistics and Language Technology, April 2007
[Inproceedings]

Teaching "Unstructured Information Management: Theory and Applications" to Computational Linguistics Students

Iryna Gurevych, Christof Müller, Torsten Zesch
In: Proceedings of the First Workshop on Unstructured Information Management Architecture at Biannual Conference of the Society for Computational Linguistics and Language Technology, April 2007
[Inproceedings]
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