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1
Arabic named entity recognition using optimized feature sets
In: http://www.aclweb.org/anthology-new/D/D08/D08-1030.pdf (2008)
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2
Specific Features to Enhance Arabic Named Entity Recognition
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3
Arabic named entity recognition using conditional random fields
In: http://users.dsic.upv.es/~prosso/resources/BenajibaRosso_LREC08.pdf (2008)
Abstract: The Named Entity Recognition (NER) task consists in determining and classifying proper names within an open-domain text. This Natural Language Processing task proved to be harder for languages with a complex morphology such as the Arabic language. NER was also proved to help Natural Language Processing tasks such as Machine Translation, Information Retrieval and Question Answering to obtain a higher performance. In our previous works we have presented the first and the second version of ANERsys: an Arabic Named Entity Recognition system, whose performance we have succeeded to improve by more than 10 points, from the first to the second version, by adopting a different architecture and using additional information such as Part-Of-Speech tags and Base Phrase Chunks. In this paper, we present a further attempt to enhance the accuracy of ANERsys by changing the probabilistic model from Maximum Entropy to Conditional Random Fields which helped to improve the results significantly. 1.
URL: http://users.dsic.upv.es/~prosso/resources/BenajibaRosso_LREC08.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.330.8645
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4
ANERsys: An Arabic Named Entity Recognition System based on Maximum Entropy
In: http://prhlt.iti.es/papers/2007/brb07.pdf (2007)
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5
Arabic Named Entity Recognition: Using Features Extracted from Noisy Data
In: http://aclweb.org/anthology-new/P/P10/P10-2052.pdf
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6
Arabic Word Segmentation for Better Unit of Analysis
In: http://www.lrec-conf.org/proceedings/lrec2010/pdf/54_Paper.pdf
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7
Adapting the JIRS Passage Retrieval System to the Arabic Language
In: http://www.dsic.upv.es/~ybenajiba/resources/CICLingJIRS.pdf
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8
Enhancing Mention Detection using Projection via Aligned Corpora
In: http://www.aclweb.org/anthology-new/D/D10/D10-1097.pdf
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