Matches in SemOpenAlex for { <https://semopenalex.org/work/W3205280900> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W3205280900 abstract "Building Spoken Language Understanding (SLU) systems that do not rely on language specific Automatic Speech Recognition (ASR) is an important yet less explored problem in language processing. In this paper, we present a comparative study aimed at employing a pre-trained acoustic model to perform SLU in low resource scenarios. Specifically, we use three different embeddings extracted using Allosaurus, a pre-trained universal phone decoder: (1) Phone (2) Panphone, and (3) Allo embeddings. These embeddings are then used in identifying the spoken intent. We perform experiments across three different languages: English, Sinhala, and Tamil each with different data sizes to simulate high, medium, and low resource scenarios. Our system improves on the state-of-the-art (SOTA) intent classification accuracy by approximately 2.11% for Sinhala and 7.00% for Tamil and achieves competitive results on English. Furthermore, we present a quantitative analysis of how the performance scales with the number of training examples used per intent." @default.
- W3205280900 created "2021-10-25" @default.
- W3205280900 creator A5003400894 @default.
- W3205280900 creator A5046364646 @default.
- W3205280900 creator A5053034244 @default.
- W3205280900 creator A5073104107 @default.
- W3205280900 creator A5079357056 @default.
- W3205280900 date "2021-10-18" @default.
- W3205280900 modified "2023-09-23" @default.
- W3205280900 title "Intent Classification Using Pre-Trained Embeddings For Low Resource Languages" @default.
- W3205280900 cites W1922655562 @default.
- W3205280900 cites W2572670101 @default.
- W3205280900 cites W2914158646 @default.
- W3205280900 cites W2928075308 @default.
- W3205280900 cites W3012515583 @default.
- W3205280900 cites W3015877095 @default.
- W3205280900 cites W3096611406 @default.
- W3205280900 cites W3133439430 @default.
- W3205280900 cites W3150149671 @default.
- W3205280900 cites W3160713074 @default.
- W3205280900 cites W3162313915 @default.
- W3205280900 hasPublicationYear "2021" @default.
- W3205280900 type Work @default.
- W3205280900 sameAs 3205280900 @default.
- W3205280900 citedByCount "0" @default.
- W3205280900 crossrefType "posted-content" @default.
- W3205280900 hasAuthorship W3205280900A5003400894 @default.
- W3205280900 hasAuthorship W3205280900A5046364646 @default.
- W3205280900 hasAuthorship W3205280900A5053034244 @default.
- W3205280900 hasAuthorship W3205280900A5073104107 @default.
- W3205280900 hasAuthorship W3205280900A5079357056 @default.
- W3205280900 hasConcept C119857082 @default.
- W3205280900 hasConcept C138885662 @default.
- W3205280900 hasConcept C140688305 @default.
- W3205280900 hasConcept C154945302 @default.
- W3205280900 hasConcept C204321447 @default.
- W3205280900 hasConcept C206345919 @default.
- W3205280900 hasConcept C2778707766 @default.
- W3205280900 hasConcept C28490314 @default.
- W3205280900 hasConcept C31258907 @default.
- W3205280900 hasConcept C41008148 @default.
- W3205280900 hasConcept C41895202 @default.
- W3205280900 hasConceptScore W3205280900C119857082 @default.
- W3205280900 hasConceptScore W3205280900C138885662 @default.
- W3205280900 hasConceptScore W3205280900C140688305 @default.
- W3205280900 hasConceptScore W3205280900C154945302 @default.
- W3205280900 hasConceptScore W3205280900C204321447 @default.
- W3205280900 hasConceptScore W3205280900C206345919 @default.
- W3205280900 hasConceptScore W3205280900C2778707766 @default.
- W3205280900 hasConceptScore W3205280900C28490314 @default.
- W3205280900 hasConceptScore W3205280900C31258907 @default.
- W3205280900 hasConceptScore W3205280900C41008148 @default.
- W3205280900 hasConceptScore W3205280900C41895202 @default.
- W3205280900 hasLocation W32052809001 @default.
- W3205280900 hasOpenAccess W3205280900 @default.
- W3205280900 hasPrimaryLocation W32052809001 @default.
- W3205280900 hasRelatedWork W2796156786 @default.
- W3205280900 hasRelatedWork W2949298366 @default.
- W3205280900 hasRelatedWork W2951649496 @default.
- W3205280900 hasRelatedWork W3005491711 @default.
- W3205280900 hasRelatedWork W3005915390 @default.
- W3205280900 hasRelatedWork W3008613924 @default.
- W3205280900 hasRelatedWork W3030931573 @default.
- W3205280900 hasRelatedWork W3033831118 @default.
- W3205280900 hasRelatedWork W3037580942 @default.
- W3205280900 hasRelatedWork W3046492833 @default.
- W3205280900 hasRelatedWork W3091835551 @default.
- W3205280900 hasRelatedWork W3098598562 @default.
- W3205280900 hasRelatedWork W3102725307 @default.
- W3205280900 hasRelatedWork W3104368045 @default.
- W3205280900 hasRelatedWork W3105242324 @default.
- W3205280900 hasRelatedWork W3110458199 @default.
- W3205280900 hasRelatedWork W3152648293 @default.
- W3205280900 hasRelatedWork W3161223924 @default.
- W3205280900 hasRelatedWork W3171586554 @default.
- W3205280900 hasRelatedWork W3180180466 @default.
- W3205280900 isParatext "false" @default.
- W3205280900 isRetracted "false" @default.
- W3205280900 magId "3205280900" @default.
- W3205280900 workType "article" @default.