2006 AnalysisAndRepOfNameTagErrs
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- (Ji & Grishman, 2006) ⇒ Heng Ji, Ralph Grishman. (2006). "Analysis and Repair of Name Tagger Errors." In: Proceedings of the 44th Annual Meeting of the Association for Computational Linguistics (ACL 2006).
Subject Headings: Named Entity Recognition
Notes
- See their earlier paper (Ji & Grishman, 2005) ⇒ Heng Ji, and Ralph Grishman. (2005). "Improving Name Tagging by Reference Resolution and Relation Detection.." In: Proceedings of ACL-2005.
Cited By
Quotes
Abstract
Name tagging is a critical early stage in many natural language processing pipelines. In this paper we analyze the types of errors produced by a tagger, distinguishing name classification and various types of name identification errors. We present a joint inference model to improve Chinese name tagging by incorporating feedback from subsequent stages in an information extraction pipeline: name structure parsing, cross-document coreference, semantic relation extraction and event extraction. We show through examples and performance measurement how different stages can correct different types of errors. The resulting accuracy approaches that of individual human annotators.
References
- (Roth & Yih, 2002) ⇒ Dan Roth, and Wen-tau Yih. (2002). "Probabilistic Reasoning for Entity & Relation Recognition." In: Proceedings of the 20th International Conference on Computational Linguistics (COLING 2002).,
| Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2006 AnalysisAndRepOfNameTagErrs | Heng Ji Ralph Grishman | Analysis and Repair of Name Tagger Errors | http://acl.ldc.upenn.edu/P/P06/P06-2055.pdf |