发明授权
- 专利标题: Active learning for spoken language understanding
- 专利标题(中): 积极学习口语理解
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申请号: US11773681申请日: 2007-07-05
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公开(公告)号: US07742918B1公开(公告)日: 2010-06-22
- 发明人: Dilek Z. Hakkani-Tur , Robert Elias Schapire , Gokhan Tur
- 申请人: Dilek Z. Hakkani-Tur , Robert Elias Schapire , Gokhan Tur
- 申请人地址: US NY New York
- 专利权人: AT&T Intellectual Property II, L.P.
- 当前专利权人: AT&T Intellectual Property II, L.P.
- 当前专利权人地址: US NY New York
- 主分类号: G10L15/06
- IPC分类号: G10L15/06
摘要:
Disclosed is a system and method of training a spoken language understanding module. Such a module may be utilized in a spoken dialog system. The method of training a spoken language understanding module comprises training acoustic and language models using a small set of transcribed data St, recognizing utterances in a set Su that are candidates for transcription using the acoustic and language models, computing confidence scores of the utterances, selecting k utterances that have the smallest confidence scores from Su and transcribing them into a new set Si, redefining St as the union of St and Si, redefining Su as Su minus Si, and returning to the step of training acoustic and language models if word accuracy has not converged.
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