Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387162606> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W4387162606 abstract "Speech signals, typically sampled at rates in the tens of thousands per second, contain redundancies, evoking inefficiencies in sequence modeling. High-dimensional speech features such as spectrograms are often used as the input for the subsequent model. However, they can still be redundant. Recent investigations proposed the use of discrete speech units derived from self-supervised learning representations, which significantly compresses the size of speech data. Applying various methods, such as de-duplication and subword modeling, can further compress the speech sequence length. Hence, training time is significantly reduced while retaining notable performance. In this study, we undertake a comprehensive and systematic exploration into the application of discrete units within end-to-end speech processing models. Experiments on 12 automatic speech recognition, 3 speech translation, and 1 spoken language understanding corpora demonstrate that discrete units achieve reasonably good results in almost all the settings. We intend to release our configurations and trained models to foster future research efforts." @default.
- W4387162606 created "2023-09-30" @default.
- W4387162606 creator A5002404521 @default.
- W4387162606 creator A5008336983 @default.
- W4387162606 creator A5010858961 @default.
- W4387162606 creator A5013385059 @default.
- W4387162606 creator A5021201726 @default.
- W4387162606 creator A5023799668 @default.
- W4387162606 creator A5035483337 @default.
- W4387162606 creator A5037554772 @default.
- W4387162606 creator A5040732498 @default.
- W4387162606 creator A5050058892 @default.
- W4387162606 creator A5056265693 @default.
- W4387162606 creator A5058649002 @default.
- W4387162606 creator A5059612504 @default.
- W4387162606 creator A5068192693 @default.
- W4387162606 creator A5081451455 @default.
- W4387162606 creator A5083886640 @default.
- W4387162606 creator A5091834525 @default.
- W4387162606 date "2023-09-27" @default.
- W4387162606 modified "2023-09-30" @default.
- W4387162606 title "Exploring Speech Recognition, Translation, and Understanding with Discrete Speech Units: A Comparative Study" @default.
- W4387162606 doi "https://doi.org/10.48550/arxiv.2309.15800" @default.
- W4387162606 hasPublicationYear "2023" @default.
- W4387162606 type Work @default.
- W4387162606 citedByCount "0" @default.
- W4387162606 crossrefType "posted-content" @default.
- W4387162606 hasAuthorship W4387162606A5002404521 @default.
- W4387162606 hasAuthorship W4387162606A5008336983 @default.
- W4387162606 hasAuthorship W4387162606A5010858961 @default.
- W4387162606 hasAuthorship W4387162606A5013385059 @default.
- W4387162606 hasAuthorship W4387162606A5021201726 @default.
- W4387162606 hasAuthorship W4387162606A5023799668 @default.
- W4387162606 hasAuthorship W4387162606A5035483337 @default.
- W4387162606 hasAuthorship W4387162606A5037554772 @default.
- W4387162606 hasAuthorship W4387162606A5040732498 @default.
- W4387162606 hasAuthorship W4387162606A5050058892 @default.
- W4387162606 hasAuthorship W4387162606A5056265693 @default.
- W4387162606 hasAuthorship W4387162606A5058649002 @default.
- W4387162606 hasAuthorship W4387162606A5059612504 @default.
- W4387162606 hasAuthorship W4387162606A5068192693 @default.
- W4387162606 hasAuthorship W4387162606A5081451455 @default.
- W4387162606 hasAuthorship W4387162606A5083886640 @default.
- W4387162606 hasAuthorship W4387162606A5091834525 @default.
- W4387162606 hasBestOaLocation W43871626061 @default.
- W4387162606 hasConcept C104317684 @default.
- W4387162606 hasConcept C105580179 @default.
- W4387162606 hasConcept C149364088 @default.
- W4387162606 hasConcept C154945302 @default.
- W4387162606 hasConcept C185592680 @default.
- W4387162606 hasConcept C203005215 @default.
- W4387162606 hasConcept C204321447 @default.
- W4387162606 hasConcept C2778112365 @default.
- W4387162606 hasConcept C2780366754 @default.
- W4387162606 hasConcept C28490314 @default.
- W4387162606 hasConcept C41008148 @default.
- W4387162606 hasConcept C45273575 @default.
- W4387162606 hasConcept C54355233 @default.
- W4387162606 hasConcept C55493867 @default.
- W4387162606 hasConcept C61328038 @default.
- W4387162606 hasConcept C86803240 @default.
- W4387162606 hasConceptScore W4387162606C104317684 @default.
- W4387162606 hasConceptScore W4387162606C105580179 @default.
- W4387162606 hasConceptScore W4387162606C149364088 @default.
- W4387162606 hasConceptScore W4387162606C154945302 @default.
- W4387162606 hasConceptScore W4387162606C185592680 @default.
- W4387162606 hasConceptScore W4387162606C203005215 @default.
- W4387162606 hasConceptScore W4387162606C204321447 @default.
- W4387162606 hasConceptScore W4387162606C2778112365 @default.
- W4387162606 hasConceptScore W4387162606C2780366754 @default.
- W4387162606 hasConceptScore W4387162606C28490314 @default.
- W4387162606 hasConceptScore W4387162606C41008148 @default.
- W4387162606 hasConceptScore W4387162606C45273575 @default.
- W4387162606 hasConceptScore W4387162606C54355233 @default.
- W4387162606 hasConceptScore W4387162606C55493867 @default.
- W4387162606 hasConceptScore W4387162606C61328038 @default.
- W4387162606 hasConceptScore W4387162606C86803240 @default.
- W4387162606 hasLocation W43871626061 @default.
- W4387162606 hasOpenAccess W4387162606 @default.
- W4387162606 hasPrimaryLocation W43871626061 @default.
- W4387162606 hasRelatedWork W1516918595 @default.
- W4387162606 hasRelatedWork W1980604799 @default.
- W4387162606 hasRelatedWork W1991209043 @default.
- W4387162606 hasRelatedWork W2567608124 @default.
- W4387162606 hasRelatedWork W2736031499 @default.
- W4387162606 hasRelatedWork W2900550435 @default.
- W4387162606 hasRelatedWork W3183233282 @default.
- W4387162606 hasRelatedWork W4289829928 @default.
- W4387162606 hasRelatedWork W2178499706 @default.
- W4387162606 hasRelatedWork W255490864 @default.
- W4387162606 isParatext "false" @default.
- W4387162606 isRetracted "false" @default.
- W4387162606 workType "article" @default.