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Method and apparatus for improving acoustic fast match speed using a cache for phone probabilities

机译:使用电话概率缓存来提高声学快速匹配速度的方法和装置

摘要

Methods and apparatus for performing a tree search based acoustic fast match in a speech recognition system for decoding a speech utterance, the tree having a tree root and tree nodes connected by tree branches, the tree nodes having phonetic models associated therewith, are provided. An illustrative embodiment of the method comprises: providing a cache having cache cells for storing phone probabilities therein; selecting a first branch leading to a next node, said branch selection starting at the tree root; accessing the cache to select a particular cache cell where the probability of a particular match is stored; evaluating the phonetic model to obtain the probability and storing the probability and an associated end time in the cache cell, if the cache cell accessed in the accessing step does not contain the required probability; using the probability value and the associated end time stored in the cache cell, if the cache cell accessed in the accessing step contains the required probability; selecting a new branch to proceed to the next node; and iteratively continuing from the accessing step until the whole tree is traversed and all possible word candidates associated with the speech recognition system are evaluated.
机译:提供了用于在用于解码语音发音的语音识别系统中执行基于树搜索的声学快速匹配的方法和设备,该树具有树根和通过树枝连接的树节点,该树节点具有与之关联的语音模型。该方法的说明性实施例包括:提供高速缓存,该高速缓存具有用于在其中存储电话概率的高速缓存单元;选择通向下一个节点的第一分支,所述分支选择从树的根开始;访问高速缓存以选择存储特定匹配概率的特定高速缓存单元;如果在访问步骤中访问的缓存单元不包含所需的概率,则评估语音模型以获得概率,并将该概率和相关的结束时间存储在缓存单元中;如果在访问步骤中访问的缓存单元包含所需的概率,则使用存储在缓存单元中的概率值和相关的结束时间;选择一个新的分支进行到下一个节点;从访问步骤开始迭代迭代直到遍历整棵树并评估与语音识别系统关联的所有可能的单词候选。

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