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A SYSTEM AND METHOD FOR PROVIDING LARGE VOCABULARY SPEECH PROCESSING BASED ON FIXED-POINT ARITHMETIC

机译:一种基于定点算术的大词汇语音处理系统和方法

摘要

Disclosed herein is a system, method and computer-readable medium storing instructions for controlling a computing device according to the method. As an example embodiment, the method uses a speech recognition decoder that operates or uses fixed-point arithmetic. The exemplary method comprises representing arc costs associated with at least one finite-state transducer (FST) in fixed-point, representing parameters associated with a hidden Markov model (HMM) in fixed-point and processing speech data in the speech recognition decoder using fixed-point arithmetic for the fixed-point FST arc costs and the fixed-point HMM parameters. The method may also include computing at the decoder sentence hypothesis probabilities with fixed-point arithmetic as type Q-2e numbers.
机译:本文公开了一种系统,方法和存储用于根据该方法控制计算设备的指令的计算机可读介质。作为示例实施例,该方法使用语音识别解码器,该语音识别解码器操作或使用定点算法。该示例性方法包括:在定点中表示与至少一个有限状态换能器(FST)相关联的电弧成本;在定点中表示与隐马尔可夫模型(HMM)相关联的参数;以及使用固定点在语音识别解码器中处理语音数据定点FST电弧成本和定点HMM参数的定点算法。该方法还可以包括在解码器处用定点算术作为Q-2e类型的数字来计算假设假设概率。

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