{"id":"https://openalex.org/W4388936807","doi":"https://doi.org/10.1109/icccnt56998.2023.10308067","title":"A Few-Shot Approach to Dysarthric Speech Intelligibility Level Classification Using Transformers","display_name":"A Few-Shot Approach to Dysarthric Speech Intelligibility Level Classification Using Transformers","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4388936807","doi":"https://doi.org/10.1109/icccnt56998.2023.10308067"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt56998.2023.10308067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10308067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103111241","display_name":"Paleti Nikhil Chowdary","orcid":"https://orcid.org/0009-0002-2300-0997"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Paleti Nikhil Chowdary","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092905561","display_name":"Menta Sai Akshay","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Menta Sai Akshay","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113052746","display_name":"Vadlapudi Sai Aravind","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vadlapudi Sai Aravind","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064597682","display_name":"Menta Sai Aashish","orcid":"https://orcid.org/0009-0008-5189-1882"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Menta Sai Aashish","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092905560","display_name":"Gorantla V N S L Vishnu Vardhan","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gorantla V N S L Vishnu Vardhan","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029626629","display_name":"G. Jyothish Lal","orcid":"https://orcid.org/0000-0001-8925-4776"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"G. Jyothish Lal.","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Center for Computational Engineering and Networking,Coimbatore,India","institution_ids":["https://openalex.org/I81556334"]},{"raw_affiliation_string":"Center for Computational Engineering and Networking Amrita Vishwa Vidyapeetham Coimbatore, India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103111241"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":2.3467,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.8932308,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dysarthria","display_name":"Dysarthria","score":0.877555251121521},{"id":"https://openalex.org/keywords/intelligibility","display_name":"Intelligibility (philosophy)","score":0.7916492223739624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7104013562202454},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6857930421829224},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6387214660644531},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5453732013702393},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41700437664985657},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4133148193359375},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3677384853363037},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12197825312614441},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.11931702494621277},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11520865559577942},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.06855189800262451}],"concepts":[{"id":"https://openalex.org/C2777639682","wikidata":"https://www.wikidata.org/wiki/Q225957","display_name":"Dysarthria","level":2,"score":0.877555251121521},{"id":"https://openalex.org/C60048801","wikidata":"https://www.wikidata.org/wiki/Q1433889","display_name":"Intelligibility (philosophy)","level":2,"score":0.7916492223739624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7104013562202454},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6857930421829224},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6387214660644531},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5453732013702393},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41700437664985657},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4133148193359375},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3677384853363037},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12197825312614441},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.11931702494621277},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11520865559577942},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.06855189800262451},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt56998.2023.10308067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt56998.2023.10308067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W180052447","https://openalex.org/W2015441235","https://openalex.org/W2151936436","https://openalex.org/W2657285084","https://openalex.org/W2749421233","https://openalex.org/W2789368914","https://openalex.org/W2937864292","https://openalex.org/W3168867926","https://openalex.org/W3185889546","https://openalex.org/W3204541895","https://openalex.org/W4224315877","https://openalex.org/W4280534475","https://openalex.org/W4286909525","https://openalex.org/W4293054790","https://openalex.org/W4303685860","https://openalex.org/W4311000453","https://openalex.org/W4313305398","https://openalex.org/W4378083843","https://openalex.org/W6743515505","https://openalex.org/W6796581206","https://openalex.org/W6802298259","https://openalex.org/W6837789219","https://openalex.org/W6847363464"],"related_works":["https://openalex.org/W2084983866","https://openalex.org/W3012459429","https://openalex.org/W2027206961","https://openalex.org/W2318301054","https://openalex.org/W2754882168","https://openalex.org/W3015238377","https://openalex.org/W2091380405","https://openalex.org/W4312547701","https://openalex.org/W2890040947","https://openalex.org/W2081214229"],"abstract_inverted_index":{"Dysarthria":[0],"is":[1,17,63,105],"a":[2,29,35,88,92,116],"speech":[3],"disorder":[4],"that":[5,67,104,149],"hinders":[6],"communication":[7],"due":[8],"to":[9,27,42,64,99,160],"difficulties":[10],"in":[11,107],"articulating":[12],"words.":[13],"Detection":[14],"of":[15,38,46,59,73,118,130,133,136,139,143,177],"dysarthria":[16,74],"important":[18],"for":[19,54],"several":[20],"reasons":[21],"as":[22],"it":[23],"can":[24,68],"be":[25],"used":[26],"develop":[28,65],"treatment":[30],"plan":[31],"and":[32,40,75,141,167],"help":[33],"improve":[34],"person\u2019s":[36],"quality":[37],"life":[39],"ability":[41],"communicate":[43],"effectively.":[44],"Much":[45],"the":[47,60,71,80,101,119,150,154,161,165,171],"literature":[48],"focused":[49],"on":[50,115,164],"improving":[51],"ASR":[52],"systems":[53],"dysarthric":[55],"speech.":[56],"The":[57],"objective":[58],"current":[61],"work":[62,96],"models":[66],"accurately":[69],"classify":[70],"presence":[72],"also":[76,97,147],"give":[77],"information":[78],"about":[79],"intelligibility":[81,124],"level":[82,125],"using":[83,91,153],"limited":[84],"data":[85,102],"by":[86],"employing":[87],"few-shot":[89],"approach":[90],"transformer":[93,112],"model.":[94],"This":[95],"aims":[98],"tackle":[100],"leakage":[103],"present":[106],"previous":[108],"studies.":[109],"Our":[110],"whisper-large-v2":[111],"model":[113,151,162,173],"trained":[114,152,163],"subset":[117],"UASpeech":[120],"dataset":[121,156],"containing":[122],"medium":[123],"patients":[126],"achieved":[127,174],"an":[128,175],"accuracy":[129,176],"85%,":[131],"precision":[132],"0.92,":[134],"recall":[135],"0.8":[137],"F1-score":[138],"0.85,":[140],"specificity":[142],"0.91.":[144],"Experimental":[145],"results":[146],"demonstrate":[148],"\u2019words\u2019":[155],"performed":[157],"better":[158],"compared":[159],"\u2019letters\u2019":[166],"\u2019digits\u2019":[168],"dataset.":[169],"Moreover,":[170],"multiclass":[172],"67%.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}