2000 · 47 citations · 5 references
ComputingComputer ScienceInformation RetrievalNatural Language ProcessingPhoneticsEvaluation Of Retrieval SystemsMultimedia RetrievalRetrieval ModelsSearch SystemsSpeech RecognitionWeb SearchAudio RetrievalError Rate AnalysisMultimedia IndexingRetrievalRetrieval EvaluationSearch Engine IndexingSpeech RetrievalTalk Radio
The study describes a speech‑recognition‑based audio search engine, evaluates its performance in recognition and retrieval, and examines the effect of out‑of‑vocabulary words. The system indexes about 20 news and talk radio shows from public web archives, trains a speech recognizer, and tracks historical error rates since launch. Experiments show the engine successfully indexes spoken web content and retrieves it effectively.
We have developed a speech recognition based audio search engine for indexing spoken documents found on the World Wide Web. Our site (http://www.compaq.com/speechbot) indexes around 20 news and talk radio shows covering a wide range of topics, speaking styles and acoustic conditions from a selection of public Web sites with multimedia archives. In this paper, we describe our system and its performance, focusing on the speech recognition and retrieval aspects. We describe our training procedure in some detail and report our historical error rate since the site launch. We also investigate the impact of Out Of Vocabulary (OOV) words. Finally we report the results of retrieval experiments which demonstrate that our system can index effectively.
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