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Online Sequence Alignment for Real-Time Audio Transcription by Non-Experts

机译:非专家进行实时音频转录的在线序列比对

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摘要

Real-time transcription provides deaf and hard of hearing people visual access to spoken content, such as classroom instruction, and other live events. Currently, the only reliable source of real-time transcriptions are expensive, highly-trained experts who are able to keep up with speaking rates. Automatic speech recognition is cheaper but produces too many errors in realistic settings. We introduce a new approach in which partial captions from multiple non-experts are combined to produce a high-quality transcription in real-time. We demonstrate the potential of this approach with data collected from 20 non-expert captionists.
机译:实时转录为聋哑人和听力障碍者提供了对语音内容的视觉访问,例如课堂教学和其他现场活动。当前,实时转录的唯一可靠来源是昂贵的,训练有素的专家,他们能够跟上讲话的速度。自动语音识别价格便宜,但在实际设置中会产生太多错误。我们引入了一种新方法,其中将来自多个非专家的部分字幕进行组合以实时产生高质量的转录。我们通过从20位非专业字幕员那里收集的数据来证明这种方法的潜力。

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