The effect of language identification accuracy on speech recognition accuracy of proper names
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Giwa, Oluwapelumi
Davel, Marelie H.
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Pattern Recognition Association of South Africa and Mechatronics International Conference
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Abstract
Utilising the known language of origin of a name
can be useful when predicting the pronunciation of the name.
When this language is not known, automatic language identification
(LID) can be used to influence which language-specific
grapheme-to-phoneme (G2P) predictor is triggered to produce
a pronunciation for the name. We investigate the implications
when both the LID system and the G2P system generate errors:
what influence does this have on a resulting speech recognition
system? We experiment with different approaches to LID-based
dictionary creation and report on results in four South African
languages: Afrikaans, English, Sesotho and isiZulu.
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Oluwapelumi Giwa and Marelie Davel, “The effect of language identification accuracy on speech recognition accuracy of proper names”, in Proc. Annual Symp. Pattern Recognition Association of South Africa and Mechatronics International Conference (PRASA-RobMech), pp 187-192, Bloemfontein, South Africa, 2017. [http://engineering.nwu.ac.za/multilingual-speech-technologies-must/publications]
