Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287989344> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W4287989344 abstract "Self-supervised pretraining on speech data has achieved a lot of progress. High-fidelity representation of the speech signal is learned from a lot of untranscribed data and shows promising performance. Recently, there are several works focusing on evaluating the quality of self-supervised pretrained representations on various tasks without domain restriction, e.g. SUPERB. However, such evaluations do not provide a comprehensive comparison among many ASR benchmark corpora. In this paper, we focus on the general applications of pretrained speech representations, on advanced end-to-end automatic speech recognition (E2E-ASR) models. We select several pretrained speech representations and present the experimental results on various open-source and publicly available corpora for E2E-ASR. Without any modification of the back-end model architectures or training strategy, some of the experiments with pretrained representations, e.g., WSJ, WSJ0-2mix with HuBERT, reach or outperform current state-of-the-art (SOTA) recognition performance. Moreover, we further explore more scenarios for whether the pretraining representations are effective, such as the cross-language or overlapped speech. The scripts, configuratons and the trained models have been released in ESPnet to let the community reproduce our experiments and improve them." @default.
- W4287989344 created "2022-07-26" @default.
- W4287989344 creator A5040508737 @default.
- W4287989344 creator A5048730867 @default.
- W4287989344 creator A5050058892 @default.
- W4287989344 creator A5056265693 @default.
- W4287989344 creator A5057697869 @default.
- W4287989344 creator A5059612504 @default.
- W4287989344 creator A5061099924 @default.
- W4287989344 creator A5071880836 @default.
- W4287989344 creator A5082726995 @default.
- W4287989344 creator A5083886640 @default.
- W4287989344 creator A5088539115 @default.
- W4287989344 date "2021-10-09" @default.
- W4287989344 modified "2023-09-30" @default.
- W4287989344 title "An Exploration of Self-Supervised Pretrained Representations for End-to-End Speech Recognition" @default.
- W4287989344 doi "https://doi.org/10.48550/arxiv.2110.04590" @default.
- W4287989344 hasPublicationYear "2021" @default.
- W4287989344 type Work @default.
- W4287989344 citedByCount "0" @default.
- W4287989344 crossrefType "posted-content" @default.
- W4287989344 hasAuthorship W4287989344A5040508737 @default.
- W4287989344 hasAuthorship W4287989344A5048730867 @default.
- W4287989344 hasAuthorship W4287989344A5050058892 @default.
- W4287989344 hasAuthorship W4287989344A5056265693 @default.
- W4287989344 hasAuthorship W4287989344A5057697869 @default.
- W4287989344 hasAuthorship W4287989344A5059612504 @default.
- W4287989344 hasAuthorship W4287989344A5061099924 @default.
- W4287989344 hasAuthorship W4287989344A5071880836 @default.
- W4287989344 hasAuthorship W4287989344A5082726995 @default.
- W4287989344 hasAuthorship W4287989344A5083886640 @default.
- W4287989344 hasAuthorship W4287989344A5088539115 @default.
- W4287989344 hasBestOaLocation W42879893441 @default.
- W4287989344 hasConcept C111919701 @default.
- W4287989344 hasConcept C113364801 @default.
- W4287989344 hasConcept C119599485 @default.
- W4287989344 hasConcept C120665830 @default.
- W4287989344 hasConcept C121332964 @default.
- W4287989344 hasConcept C127413603 @default.
- W4287989344 hasConcept C13280743 @default.
- W4287989344 hasConcept C137293760 @default.
- W4287989344 hasConcept C154945302 @default.
- W4287989344 hasConcept C17744445 @default.
- W4287989344 hasConcept C185798385 @default.
- W4287989344 hasConcept C192209626 @default.
- W4287989344 hasConcept C199539241 @default.
- W4287989344 hasConcept C204321447 @default.
- W4287989344 hasConcept C205649164 @default.
- W4287989344 hasConcept C2776359362 @default.
- W4287989344 hasConcept C2776459999 @default.
- W4287989344 hasConcept C28490314 @default.
- W4287989344 hasConcept C41008148 @default.
- W4287989344 hasConcept C61423126 @default.
- W4287989344 hasConcept C74296488 @default.
- W4287989344 hasConcept C76155785 @default.
- W4287989344 hasConcept C94625758 @default.
- W4287989344 hasConceptScore W4287989344C111919701 @default.
- W4287989344 hasConceptScore W4287989344C113364801 @default.
- W4287989344 hasConceptScore W4287989344C119599485 @default.
- W4287989344 hasConceptScore W4287989344C120665830 @default.
- W4287989344 hasConceptScore W4287989344C121332964 @default.
- W4287989344 hasConceptScore W4287989344C127413603 @default.
- W4287989344 hasConceptScore W4287989344C13280743 @default.
- W4287989344 hasConceptScore W4287989344C137293760 @default.
- W4287989344 hasConceptScore W4287989344C154945302 @default.
- W4287989344 hasConceptScore W4287989344C17744445 @default.
- W4287989344 hasConceptScore W4287989344C185798385 @default.
- W4287989344 hasConceptScore W4287989344C192209626 @default.
- W4287989344 hasConceptScore W4287989344C199539241 @default.
- W4287989344 hasConceptScore W4287989344C204321447 @default.
- W4287989344 hasConceptScore W4287989344C205649164 @default.
- W4287989344 hasConceptScore W4287989344C2776359362 @default.
- W4287989344 hasConceptScore W4287989344C2776459999 @default.
- W4287989344 hasConceptScore W4287989344C28490314 @default.
- W4287989344 hasConceptScore W4287989344C41008148 @default.
- W4287989344 hasConceptScore W4287989344C61423126 @default.
- W4287989344 hasConceptScore W4287989344C74296488 @default.
- W4287989344 hasConceptScore W4287989344C76155785 @default.
- W4287989344 hasConceptScore W4287989344C94625758 @default.
- W4287989344 hasLocation W42879893441 @default.
- W4287989344 hasOpenAccess W4287989344 @default.
- W4287989344 hasPrimaryLocation W42879893441 @default.
- W4287989344 hasRelatedWork W142374489 @default.
- W4287989344 hasRelatedWork W1563618553 @default.
- W4287989344 hasRelatedWork W2148757832 @default.
- W4287989344 hasRelatedWork W2359001871 @default.
- W4287989344 hasRelatedWork W2916492174 @default.
- W4287989344 hasRelatedWork W3107474891 @default.
- W4287989344 hasRelatedWork W3157428800 @default.
- W4287989344 hasRelatedWork W3198654230 @default.
- W4287989344 hasRelatedWork W4287186213 @default.
- W4287989344 hasRelatedWork W4287989344 @default.
- W4287989344 isParatext "false" @default.
- W4287989344 isRetracted "false" @default.
- W4287989344 workType "article" @default.