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使用词汇难度大的单词进行训练对噪声环境下语音识别性能的影响。

Effects of training on speech recognition performance in noise using lexically hard words.

作者信息

Burk Matthew H, Humes Larry E

机构信息

Department of Speech and Hearing Sciences, Indiana University, 200 South Jordan Avenue, Bloomington, IN 47405-7002, USA.

出版信息

J Speech Lang Hear Res. 2007 Feb;50(1):25-40. doi: 10.1044/1092-4388(2007/003).

Abstract

PURPOSE

This study examined how repeated presentations of lexically difficult words within a background noise affect a listener's ability to understand both trained (lexically difficult) and untrained (lexically easy) words in isolation and within sentences.

METHOD

In the 1st experiment, 9 young listeners with normal hearing completed a short-term auditory training protocol (5 hr) while 8 other young listeners with normal hearing completed a similar protocol lasting about 15 hr in the 2nd experiment. All training made use of multiple talkers and was in a closed-set condition. Feedback was provided on a trial-to-trial basis and consisted of either orthographic or orthographic and auditory feedback. Performance on both the trained and untrained words in isolation and within sentences was measured pre- and posttraining.

RESULTS

Listeners' performance improved significantly for the trained words in an open and closed-set condition, as well as the untrained words in the closed-set condition. Although there was no mean improvement in the number of keywords identified within sentences posttraining, 50% of the listeners who completed the long-term training showed improvement beyond the 95% critical difference.

CONCLUSIONS

With enough training on isolated words, individual listeners can generalize knowledge gained through isolated word training to the recognition of lexically similar words in running speech.

摘要

目的

本研究考察了在背景噪声中重复呈现词汇难度较大的单词如何影响听众孤立地以及在句子中理解经过训练的(词汇难度较大的)和未经训练的(词汇难度较小的)单词的能力。

方法

在第一个实验中,9名听力正常的年轻听众完成了一个短期听觉训练方案(5小时),而在第二个实验中,另外8名听力正常的年轻听众完成了一个持续约15小时的类似方案。所有训练都使用了多个说话者,且处于封闭集条件下。逐次试验提供反馈,反馈包括正字法反馈或正字法和听觉反馈。在训练前和训练后测量孤立地以及在句子中经过训练和未经训练的单词的表现。

结果

在开放集和封闭集条件下,听众对经过训练的单词的表现有显著提高,在封闭集条件下对未经训练的单词的表现也有显著提高。尽管训练后句子中识别出的关键词数量没有平均提高,但完成长期训练的听众中有50%的人表现出超过95%临界差异的提高。

结论

通过对孤立单词进行足够的训练,个体听众可以将通过孤立单词训练获得的知识推广到对连续言语中词汇相似单词的识别上。

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