Title
Evaluating the Impact of External Lexical Resources into a CRF-based Multiword Segmenter and Part-of-Speech Tagger.
Abstract
This paper evaluates the impact of external lexical resources into a CRF-based joint Multiword Segmenter and Part-of-Speech Tagger. We especially show different ways of integrating lexicon-based features in the tagging model. We display an absolute gain of 0.5% in terms of f-measure. Moreover, we show that the integration of lexicon-based features significantly compensates the use of a small training corpus.
Year
Venue
Keywords
2012
LREC 2012 - EIGHTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION
Multiword Expressions & Collocations,Part Of Speech tagging,Statistical and machine learning methods,Conditional Random Fields,Morphosyntactic lexicons,lexical segmentation
Field
DocType
Citations 
Conditional random field,Computer science,Part-of-speech tagging,Speech recognition,Part of speech,Lexicon,Artificial intelligence,Natural language processing
Conference
8
PageRank 
References 
Authors
0.50
8
2
Name
Order
Citations
PageRank
Matthieu Constant17712.61
isabelle tellier28420.31