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The Korean Speech Recognition Sentences: A Large Corpus for Evaluating Semantic Context and Language Experience in
Jieun Song1, Byungjun Kim2, Minjeong Kim3
1School of Digital Humanities and Computational Social Sciences, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
This study developed a Korean sentence corpus to test speech recognition and lexical processing. The validated sentences show varying semantic predictability, aiding research in speech perception across different noise levels and language proficiencies.
Area of Science:
- Linguistics
- Speech Science
- Psycholinguistics
Background:
- Developing standardized linguistic materials is crucial for speech and language research.
- Korean language resources for speech recognition and lexical processing studies are limited.
- Understanding semantic predictability's role in speech perception is key.
Purpose of the Study:
- To create and validate a large Korean sentence corpus.
- To establish sentences with controlled degrees of semantic predictability (predictable, neutral, anomalous).
- To facilitate research in Korean speech recognition and lexical processing.
Main Methods:
- Generated 1,021 Korean sentences varying in final-word predictability.
- Validated semantic predictability using cloze tests with native (n=56) and nonnative (n=19) Korean speakers.
- Employed a computer language model for an efficient, comparable predictability evaluation.
Main Results:
- Speech-in-noise experiments showed sentence intelligibility comparable to English corpora.
- Intelligibility significantly varied based on semantic predictability conditions.
- Sentences demonstrated appropriate difficulty for assessing effects of noise and language experience.
Conclusions:
- The validated Korean sentence corpus is a valuable resource for speech research.
- Enables investigation of speech perception in Korean across diverse conditions.
- Contributes to expanding linguistic corpora for international speech research.
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