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1
Self-Supervised Learning for speech recognition with Intermediate layer supervision ...
Wang, Chengyi; Wu, Yu; Chen, Sanyuan. - : arXiv, 2021
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2
A General Framework for Learning Prosodic-Enhanced Representation of Rap Lyrics ...
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3
Curriculum Pre-training for End-to-End Speech Translation ...
Abstract: End-to-end speech translation poses a heavy burden on the encoder, because it has to transcribe, understand, and learn cross-lingual semantics simultaneously. To obtain a powerful encoder, traditional methods pre-train it on ASR data to capture speech features. However, we argue that pre-training the encoder only through simple speech recognition is not enough and high-level linguistic knowledge should be considered. Inspired by this, we propose a curriculum pre-training method that includes an elementary course for transcription learning and two advanced courses for understanding the utterance and mapping words in two languages. The difficulty of these courses is gradually increasing. Experiments show that our curriculum pre-training method leads to significant improvements on En-De and En-Fr speech translation benchmarks. ... : accepted by ACL2020 ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD
URL: https://arxiv.org/abs/2004.10093
https://dx.doi.org/10.48550/arxiv.2004.10093
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4
An efficient approach to suggesting topically related web queries using hidden topic model
Li, Lin; Xu, Guandong; Yang, Zhenglu. - : Springer, 2012
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