{"id":"https://openalex.org/W4415188343","doi":"https://doi.org/10.3390/data10100164","title":"Review and Comparative Analysis of Databases for Speech Emotion Recognition","display_name":"Review and Comparative Analysis of Databases for Speech Emotion Recognition","publication_year":2025,"publication_date":"2025-10-14","ids":{"openalex":"https://openalex.org/W4415188343","doi":"https://doi.org/10.3390/data10100164"},"language":"en","primary_location":{"id":"doi:10.3390/data10100164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10100164","pdf_url":"https://www.mdpi.com/2306-5729/10/10/164/pdf?version=1760519637","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2306-5729/10/10/164/pdf?version=1760519637","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019857437","display_name":"Salvatore Serrano","orcid":"https://orcid.org/0000-0003-0507-5186"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Salvatore Serrano","raw_affiliation_strings":["Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy","National Inter-University Consortium for Telecommunications, Research Unit at University of Messina, 98122 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0507-5186","affiliations":[{"raw_affiliation_string":"Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]},{"raw_affiliation_string":"National Inter-University Consortium for Telecommunications, Research Unit at University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021108778","display_name":"Omar Serghini","orcid":"https://orcid.org/0009-0000-4404-9074"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Omar Serghini","raw_affiliation_strings":["Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy","National Inter-University Consortium for Telecommunications, Research Unit at University of Messina, 98122 Messina, Italy"],"raw_orcid":"https://orcid.org/0009-0000-4404-9074","affiliations":[{"raw_affiliation_string":"Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]},{"raw_affiliation_string":"National Inter-University Consortium for Telecommunications, Research Unit at University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068230247","display_name":"Gianluigi Esposito","orcid":null},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Esposito","raw_affiliation_strings":["Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy"],"raw_orcid":"https://orcid.org/0009-0004-8024-8707","affiliations":[{"raw_affiliation_string":"Laboratory of Digital Signal Processing, Department of Engineering, University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021630300","display_name":"Silvia Carbone","orcid":"https://orcid.org/0000-0002-2951-9119"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Silvia Carbone","raw_affiliation_strings":["Dipartimento di Scienze Politiche e Giuridiche, University of Messina, 98122 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2951-9119","affiliations":[{"raw_affiliation_string":"Dipartimento di Scienze Politiche e Giuridiche, University of Messina, 98122 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024479824","display_name":"Carmela Mento","orcid":"https://orcid.org/0000-0003-4611-3740"},"institutions":[{"id":"https://openalex.org/I112862951","display_name":"University of Messina","ror":"https://ror.org/05ctdxz19","country_code":"IT","type":"education","lineage":["https://openalex.org/I112862951"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carmela Mento","raw_affiliation_strings":["Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Via Consolare Valeria, 1, 98125 Messina, Italy"],"raw_orcid":"https://orcid.org/0000-0003-4611-3740","affiliations":[{"raw_affiliation_string":"Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Via Consolare Valeria, 1, 98125 Messina, Italy","institution_ids":["https://openalex.org/I112862951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045207227","display_name":"Alessandro Floris","orcid":"https://orcid.org/0000-0002-8745-1327"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Floris","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8745-1327","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]},{"raw_affiliation_string":"National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048515363","display_name":"Simone Porcu","orcid":"https://orcid.org/0000-0003-0792-1200"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simone Porcu","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0792-1200","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]},{"raw_affiliation_string":"National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004550036","display_name":"Luigi Atzori","orcid":"https://orcid.org/0000-0003-1350-3574"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luigi Atzori","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1350-3574","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]},{"raw_affiliation_string":"National Inter-University Consortium for Telecommunications, Research Unit at University of Cagliari, Via Marengo, 2, 09123 Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5019857437"],"corresponding_institution_ids":["https://openalex.org/I112862951"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28622602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"10","first_page":"164","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.7839000225067139,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.7839000225067139,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.6771000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6140999794006348},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.6078000068664551},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5924000144004822},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.5827000141143799},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5199999809265137},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.44040000438690186}],"concepts":[{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6140999794006348},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.6078000068664551},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5924000144004822},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.5827000141143799},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5799999833106995},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5199999809265137},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.44040000438690186},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.4025999903678894},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.37700000405311584},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.367900013923645},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3337000012397766},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.3125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.303600013256073},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2680000066757202},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2538999915122986}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/data10100164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10100164","pdf_url":"https://www.mdpi.com/2306-5729/10/10/164/pdf?version=1760519637","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:29473cf268114f6baa24456936615288","is_oa":true,"landing_page_url":"https://doaj.org/article/29473cf268114f6baa24456936615288","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data, Vol 10, Iss 10, p 164 (2025)","raw_type":"article"},{"id":"pmh:oai:iris.unica.it:11584/456466","is_oa":true,"landing_page_url":"https://hdl.handle.net/11584/456466","pdf_url":null,"source":{"id":"https://openalex.org/S4377196293","display_name":"UNICA IRIS Institutional Research Information System (University of Cagliari)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172446870","host_organization_name":"University of Cagliari","host_organization_lineage":["https://openalex.org/I172446870"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/data10100164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10100164","pdf_url":"https://www.mdpi.com/2306-5729/10/10/164/pdf?version=1760519637","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7205771190","display_name":null,"funder_award_id":"PE00000001","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415188343.pdf","grobid_xml":"https://content.openalex.org/works/W4415188343.grobid-xml"},"referenced_works_count":109,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W179777611","https://openalex.org/W202765914","https://openalex.org/W1501669607","https://openalex.org/W1976725440","https://openalex.org/W1987048275","https://openalex.org/W2003238582","https://openalex.org/W2030931454","https://openalex.org/W2032254851","https://openalex.org/W2057086688","https://openalex.org/W2097732741","https://openalex.org/W2106994637","https://openalex.org/W2107114452","https://openalex.org/W2109172886","https://openalex.org/W2117645142","https://openalex.org/W2127531292","https://openalex.org/W2132555391","https://openalex.org/W2137639365","https://openalex.org/W2144756000","https://openalex.org/W2146071630","https://openalex.org/W2146334809","https://openalex.org/W2149628368","https://openalex.org/W2150791533","https://openalex.org/W2168031754","https://openalex.org/W2168692779","https://openalex.org/W2198599185","https://openalex.org/W2239104709","https://openalex.org/W2342475039","https://openalex.org/W2510170536","https://openalex.org/W2742542661","https://openalex.org/W2766745135","https://openalex.org/W2768227697","https://openalex.org/W2785952417","https://openalex.org/W2790391157","https://openalex.org/W2803193013","https://openalex.org/W2808331624","https://openalex.org/W2810556878","https://openalex.org/W2896596895","https://openalex.org/W2915760784","https://openalex.org/W2950247511","https://openalex.org/W2955663310","https://openalex.org/W2963914279","https://openalex.org/W2968668969","https://openalex.org/W3005566420","https://openalex.org/W3006688804","https://openalex.org/W3099284785","https://openalex.org/W3118615836","https://openalex.org/W3126625480","https://openalex.org/W3128088510","https://openalex.org/W3137890092","https://openalex.org/W3158346300","https://openalex.org/W3197034238","https://openalex.org/W3215165842","https://openalex.org/W4212961154","https://openalex.org/W4220739720","https://openalex.org/W4220894258","https://openalex.org/W4220959278","https://openalex.org/W4221140133","https://openalex.org/W4229364376","https://openalex.org/W4244693328","https://openalex.org/W4251591997","https://openalex.org/W4254718357","https://openalex.org/W4281611529","https://openalex.org/W4283833703","https://openalex.org/W4285144065","https://openalex.org/W4296619962","https://openalex.org/W4311395534","https://openalex.org/W4312383318","https://openalex.org/W4320498290","https://openalex.org/W4321436136","https://openalex.org/W4321496488","https://openalex.org/W4364378283","https://openalex.org/W4383502048","https://openalex.org/W4386221006","https://openalex.org/W4386800155","https://openalex.org/W4386933967","https://openalex.org/W4388923010","https://openalex.org/W4389077020","https://openalex.org/W4390414889","https://openalex.org/W4391987244","https://openalex.org/W4392138827","https://openalex.org/W4392967536","https://openalex.org/W4394943437","https://openalex.org/W4394944975","https://openalex.org/W4396501100","https://openalex.org/W4396553582","https://openalex.org/W4396799075","https://openalex.org/W4396866448","https://openalex.org/W4396912170","https://openalex.org/W4397007529","https://openalex.org/W4398222647","https://openalex.org/W4399039312","https://openalex.org/W4399042435","https://openalex.org/W4399134373","https://openalex.org/W4399145862","https://openalex.org/W4399216988","https://openalex.org/W4399274003","https://openalex.org/W4399322270","https://openalex.org/W4399376552","https://openalex.org/W4399426079","https://openalex.org/W4399434529","https://openalex.org/W4399617776","https://openalex.org/W4399668868","https://openalex.org/W4399682811","https://openalex.org/W4403278133","https://openalex.org/W4407376423","https://openalex.org/W4407914191","https://openalex.org/W4410398068","https://openalex.org/W7084605824"],"related_works":[],"abstract_inverted_index":{"Speech":[0],"emotion":[1],"recognition":[2],"(SER)":[3],"has":[4],"become":[5],"increasingly":[6],"important":[7],"in":[8,29],"areas":[9],"such":[10],"as":[11],"healthcare,":[12],"customer":[13],"service,":[14],"robotics,":[15],"and":[16,58,68,83,109,126,144,149,164,179],"human\u2013computer":[17],"interaction.":[18],"The":[19],"progress":[20],"of":[21,71,101,135,177],"this":[22,61],"field":[23],"depends":[24],"not":[25],"only":[26],"on":[27,33,96,168],"advances":[28],"algorithms":[30],"but":[31],"also":[32,131],"the":[34,38,47,133,175],"databases":[35,116],"that":[36],"provide":[37],"training":[39],"material":[40],"for":[41,49,161],"SER":[42,181],"systems.":[43,182],"These":[44],"resources":[45],"set":[46],"boundaries":[48],"how":[50,114,119,169],"well":[51],"models":[52],"can":[53],"generalize":[54],"across":[55],"speakers,":[56],"contexts,":[57],"cultures.":[59],"In":[60],"paper,":[62],"we":[63,140],"present":[64],"a":[65,89,98,158,165],"narrative":[66],"review":[67,91],"comparative":[69],"analysis":[70],"emotional":[72],"speech":[73],"corpora":[74,105],"released":[75],"up":[76],"to":[77,154,173],"mid-2025,":[78],"bringing":[79],"together":[80],"both":[81,157],"psychological":[82],"technical":[84],"perspectives.":[85],"Rather":[86],"than":[87,103],"following":[88],"systematic":[90],"protocol,":[92],"our":[93],"approach":[94],"focuses":[95],"providing":[97],"critical":[99,166],"synthesis":[100],"more":[102],"fifty":[104],"covering":[106],"acted,":[107],"elicited,":[108],"natural":[110],"speech.":[111],"We":[112],"examine":[113],"these":[115],"were":[117,121],"collected,":[118],"emotions":[120],"annotated,":[122],"their":[123,127],"demographic":[124],"diversity,":[125],"ecological":[128],"validity,":[129],"while":[130],"acknowledging":[132],"limits":[134],"available":[136],"documentation.":[137],"Beyond":[138],"description,":[139],"identify":[141],"recurring":[142],"strengths":[143],"weaknesses,":[145],"highlight":[146],"emerging":[147],"gaps,":[148],"discuss":[150],"recent":[151],"usage":[152],"patterns":[153],"offer":[155],"researchers":[156],"practical":[159],"guide":[160],"dataset":[162],"selection":[163],"perspective":[167],"corpus":[170],"design":[171],"continues":[172],"shape":[174],"development":[176],"robust":[178],"generalizable":[180]},"counts_by_year":[],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2025-10-15T00:00:00"}
