Modelling the process that a listener actuates in deriving the words intended by a speaker requires setting a hypothesis on how lexical items are stored in memory. This work aims at developing a system that imitates humans when identifying words in running speech and, in this way, provide a framework to better understand human speech processing. We build a speech recognizer for Italian based on the principles of Stevens' model of Lexical Access in which words are stored as hierarchical arrangements of distinctive features (Stevens, K. N. (2002). "Toward a model for lexical access based on acoustic landmarks and distinctive features," J. Acoust. Soc. Am., 111(4):1872-1891). Over the past few decades, the Speech Communication Group at the Massachusetts Institute of Technology (MIT) developed a speech recognition system for English based on this approach. Italian will be the first language beyond English to be explored; the extension to another language provides the opportunity to test the hypothesis that words are represented in memory as a set of hierarchically-arranged distinctive features, and reveal which of the underlying mechanisms may have a language-independent nature. This paper also introduces a new Lexical Access corpus, the LaMIT database, created and labeled specifically for this work, that will be provided freely to the speech research community. Future developments will test the hypothesis that specific acoustic discontinuities - called landmarks - that serve as cues to features, are language independent, while other cues may be language-dependent, with powerful implications for understanding how the human brain recognizes speech.
翻译:模拟一个听众在推断演讲者所要用词时的模拟过程,要求就词汇项目如何储存在记忆中设定一个假设。这项工作旨在开发一个系统,在用语言识别语言时模仿人类,从而提供一个框架,以更好地了解人类语言处理过程。我们根据史蒂文斯的《Lexical Access》模式的原则,为意大利人建立一个语音识别器,其中语言储存为不同特征的等级安排(史蒂文斯·K.N.(2002),“建立一个基于声学标志和独特特征的可独立访问词汇模式”,J. Acoust. Soc. Am.,111(4):1872-1891。在过去几十年里,麻省理工学院(麻省理工学院)的语音通信组(MIT)根据这一方法为英语开发了一个语音识别系统。意大利语将是除英语外的第一种语言探索;将语言扩展为另一种语言作为不同特征的分级安排安排的假设,“建立基于声学的可依赖性特征的词汇的模型,并揭示基本机制中哪些语言可能具有依赖语言的性质,J.Acolformillal Ex语言的语系将具体地标度作为人类语言的标志。本文还将为新的语言测试性数据库,而提供新的语言的标签。