DFKI-LT - ARNE - A tool for Namend Entity Recognition from Arabic Text
ARNE - A tool for Namend Entity Recognition from Arabic Text
2 Fourth Workshop on Computational Approaches to Arabic Script-based Languages (CAASL4), San Diego, CA, USA, AMTA, 2012
In this paper, we study the problem of finding named entities in the Arabic text. For this task we present the development of our pipeline software for Arabic named entity recognition (ARNE), which includes tokenization, morphological analysis, Buckwalter transliteration, part of speech tagging and named entity recognition of person, location and organisation named entities. In our first attempt to recognize named entities, we have used a simple, fast and language independent gazetteer lookup approach. In our second attempt, we have used the morphological analysis provided by our pipeline to remove affixes and observed hence an improvement in our performance. The pipeline presented in this paper, can be used in future as a basis for a named entity recognition system that recognized named entities not only using gazetteers, but also making use of morphological information and part of speech tagging.
Files: BibTeX, workshops.aspx, arne-proceedings-2012.pdf