Title | ||
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Evaluating the Impact of External Lexical Resources into a CRF-based Multiword Segmenter and Part-of-Speech Tagger. |
Abstract | ||
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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 Constant | 1 | 77 | 12.61 |
isabelle tellier | 2 | 84 | 20.31 |