Avengers, Ensemble! Benefits of ensembling in grapheme-to-phoneme prediction

Vasundhara Gautam,Wang Yau Li,Zafarullah Mahmood,Fred Mailhot,Shreekantha Nadig,Riqiang Wang, Nathan Zhang

SIGMORPHON 2021: 18TH SIGMORPHON WORKSHOP ON COMPUTATIONAL RESEARCH IN PHONETICS, PHONOLOGY, AND MORPHOLOGY（2021）

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摘要

We describe three baseline beating systems for the high-resource English-only sub-task of the SIGMORPHON 2021 Shared Task 1: a small ensemble that Dialpad's(1) speech recognition team uses internally, a well-known off-the-shelf model, and a larger ensemble model comprising these and others. We additionally discuss the challenges related to the provided data, along with the processing steps we took.

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关键词

ensemble!,prediction,grapheme-to-phoneme

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