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Named Entity Recognition from Spontaneous Open-Domain Speech

by: Mihai Surdeanu, Jordi Turmo, and Eli Comelles
In: Proceedings Interspeech-05 Lisbon: (2005) .
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Abstract

This paper presents an analysis of named entity recognition and classification in spontaneous speech transcripts. We annotated a significant fraction of the Switchboard corpus with six named entity classes and investigated a battery of machine learning models that include lexical, syntactic, and semantic attributes. The best recognition and classification model obtains promising results, approaching within 5% a system evaluated on clean textual data.

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