2003 NamedERtClassifierComb
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- (Florian et al., 2003) ⇒ Radu Florian, Abe Ittycheriah, Hongyan Jing, and Tong Zhang. (2003). “Named Entity Recognition through Classifier Combination.” In: Proceedings of CoNLL-2003.
Subject Headings: Named Entity Recognition Algorithm, Language-Independent NER Algorithm, Language-Independent NER Task.
Notes
- Performed well on the CoNLL-2003 Benchmark Task[1]
Cited By
- ~180 …
Quotes
Abstract
This paper presents a]]classifier-combination]] experimental framework for named entity recognition in which four diverse classifiers (robust linear classifier, maximum entropy, transformation-based learning, and hidden Markov model) are combined under different conditions. When no gazetteer or other additional training resources are used, the combined system attains a performance of 91.6F on the English development data; integrating name, location and person gazetteers, and named entity systems trained on additional, more general, data reduces the F-measure error by a factor of 15 to 21% on the English data.
References
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| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2003 NamedERtClassifierComb | Radu Florian Abe Ittycheriah Hongyan Jing Tong Zhang | Named Entity Recognition through Classifier Combination | Proceedings of CoNLL-2003 | http://www.cnts.ua.ac.be/conll2003/pdf/16871flo.pdf | 2003 |