{"id":"https://openalex.org/W4411046842","doi":"https://doi.org/10.1007/s00521-025-11329-9","title":"A joint learning classification for intent detection and slot filling from classical to deep learning: a review","display_name":"A joint learning classification for intent detection and slot filling from classical to deep learning: a review","publication_year":2025,"publication_date":"2025-06-05","ids":{"openalex":"https://openalex.org/W4411046842","doi":"https://doi.org/10.1007/s00521-025-11329-9"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-025-11329-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11329-9","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-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/A5117837544","display_name":"Yusuf Idris Muhammad","orcid":"https://orcid.org/0000-0002-5498-889X"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Yusuf Idris Muhammad","raw_affiliation_strings":["Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-5498-889X","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012641332","display_name":"Naomie Salim","orcid":"https://orcid.org/0000-0001-8509-3055"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Naomie Salim","raw_affiliation_strings":["Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062591167","display_name":"Anazida Zainal","orcid":"https://orcid.org/0000-0003-0022-3039"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Anazida Zainal","raw_affiliation_strings":["Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059391223","display_name":"Sinarwati Mohamad Suhaili","orcid":null},"institutions":[{"id":"https://openalex.org/I41461413","display_name":"Universiti Malaysia Sarawak","ror":"https://ror.org/05b307002","country_code":"MY","type":"education","lineage":["https://openalex.org/I41461413"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Sinarwati Mohammad Suhaili","raw_affiliation_strings":["Pre-University, Universiti Malaysia Sarawak, 94300, Kota Samarahan, Sarawak, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pre-University, Universiti Malaysia Sarawak, 94300, Kota Samarahan, Sarawak, Malaysia","institution_ids":["https://openalex.org/I41461413"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5117837544"],"corresponding_institution_ids":["https://openalex.org/I4576418"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":6.3222,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9604149,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"37","issue":"22","first_page":"17993","last_page":"18037"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9987000226974487,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9943000078201294,"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/T10028","display_name":"Topic Modeling","score":0.9929999709129333,"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/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.8338595628738403},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.7182385921478271},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6528094410896301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.624789297580719},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5150663256645203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48174452781677246},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34102290868759155},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07651150226593018},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.07244563102722168}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.8338595628738403},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.7182385921478271},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6528094410896301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.624789297580719},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5150663256645203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48174452781677246},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34102290868759155},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07651150226593018},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.07244563102722168}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-025-11329-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11329-9","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2045626185","display_name":null,"funder_award_id":"R.J130000.7851.5F568","funder_id":"https://openalex.org/F4320321709","funder_display_name":"Ministry of Higher Education, Malaysia"}],"funders":[{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":209,"referenced_works":["https://openalex.org/W55204438","https://openalex.org/W1551803577","https://openalex.org/W1649407914","https://openalex.org/W1700952868","https://openalex.org/W1832693441","https://openalex.org/W1847618513","https://openalex.org/W1971034924","https://openalex.org/W1981276685","https://openalex.org/W2010152689","https://openalex.org/W2010258340","https://openalex.org/W2064675550","https://openalex.org/W2077302143","https://openalex.org/W2094472029","https://openalex.org/W2107430437","https://openalex.org/W2110485445","https://openalex.org/W2119821739","https://openalex.org/W2123131857","https://openalex.org/W2131774270","https://openalex.org/W2136848157","https://openalex.org/W2144854616","https://openalex.org/W2147800946","https://openalex.org/W2157331557","https://openalex.org/W2159875193","https://openalex.org/W2166293310","https://openalex.org/W2250539671","https://openalex.org/W2403841285","https://openalex.org/W2405047074","https://openalex.org/W2470673105","https://openalex.org/W2473329891","https://openalex.org/W2511929605","https://openalex.org/W2529194233","https://openalex.org/W2551571666","https://openalex.org/W2560674852","https://openalex.org/W2560678344","https://openalex.org/W2563167126","https://openalex.org/W2567591224","https://openalex.org/W2593463961","https://openalex.org/W2775907076","https://openalex.org/W2789424053","https://openalex.org/W2791521493","https://openalex.org/W2798566863","https://openalex.org/W2800921391","https://openalex.org/W2803392141","https://openalex.org/W2804945011","https://openalex.org/W2884001105","https://openalex.org/W2884584040","https://openalex.org/W2889201969","https://openalex.org/W2891533927","https://openalex.org/W2895958406","https://openalex.org/W2899209818","https://openalex.org/W2900987791","https://openalex.org/W2905450837","https://openalex.org/W2921164700","https://openalex.org/W2921654691","https://openalex.org/W2942840223","https://openalex.org/W2946085385","https://openalex.org/W2946988379","https://openalex.org/W2951042832","https://openalex.org/W2951101454","https://openalex.org/W2951723224","https://openalex.org/W2962715022","https://openalex.org/W2962723475","https://openalex.org/W2962739339","https://openalex.org/W2962997665","https://openalex.org/W2963033987","https://openalex.org/W2963042492","https://openalex.org/W2963050422","https://openalex.org/W2963625095","https://openalex.org/W2963804775","https://openalex.org/W2963844597","https://openalex.org/W2963974889","https://openalex.org/W2964211630","https://openalex.org/W2964829511","https://openalex.org/W2965301120","https://openalex.org/W2965495421","https://openalex.org/W2965612041","https://openalex.org/W2965690110","https://openalex.org/W2965744319","https://openalex.org/W2970413753","https://openalex.org/W2970450228","https://openalex.org/W2970676059","https://openalex.org/W2970777192","https://openalex.org/W2971167298","https://openalex.org/W2972310114","https://openalex.org/W2978432747","https://openalex.org/W2979627741","https://openalex.org/W2990149993","https://openalex.org/W2990592922","https://openalex.org/W2991537901","https://openalex.org/W2995830828","https://openalex.org/W2997774779","https://openalex.org/W3007569190","https://openalex.org/W3007814257","https://openalex.org/W3008915885","https://openalex.org/W3009602144","https://openalex.org/W3009908734","https://openalex.org/W3011063582","https://openalex.org/W3011229967","https://openalex.org/W3011396000","https://openalex.org/W3013860672","https://openalex.org/W3014812975","https://openalex.org/W3017105460","https://openalex.org/W3022089060","https://openalex.org/W3025787433","https://openalex.org/W3033672670","https://openalex.org/W3041999958","https://openalex.org/W3045834900","https://openalex.org/W3046213497","https://openalex.org/W3083065665","https://openalex.org/W3087714553","https://openalex.org/W3092864024","https://openalex.org/W3095070122","https://openalex.org/W3099757670","https://openalex.org/W3100480425","https://openalex.org/W3115855682","https://openalex.org/W3116804412","https://openalex.org/W3118093735","https://openalex.org/W3118112268","https://openalex.org/W3122866338","https://openalex.org/W3128210781","https://openalex.org/W3145342879","https://openalex.org/W3145365191","https://openalex.org/W3146366485","https://openalex.org/W3152368098","https://openalex.org/W3158773425","https://openalex.org/W3161182667","https://openalex.org/W3161207330","https://openalex.org/W3161463965","https://openalex.org/W3162342118","https://openalex.org/W3166340149","https://openalex.org/W3166631396","https://openalex.org/W3167256871","https://openalex.org/W3168997536","https://openalex.org/W3175327592","https://openalex.org/W3175821757","https://openalex.org/W3177367299","https://openalex.org/W3184966646","https://openalex.org/W3185798761","https://openalex.org/W3193861091","https://openalex.org/W3196967363","https://openalex.org/W3197900814","https://openalex.org/W3198503472","https://openalex.org/W3199816041","https://openalex.org/W3200096748","https://openalex.org/W3200292358","https://openalex.org/W3208624098","https://openalex.org/W3209239055","https://openalex.org/W3209573585","https://openalex.org/W3211167621","https://openalex.org/W3212789071","https://openalex.org/W4205180029","https://openalex.org/W4206770478","https://openalex.org/W4207030529","https://openalex.org/W4211221929","https://openalex.org/W4220884378","https://openalex.org/W4220967417","https://openalex.org/W4224307720","https://openalex.org/W4224920135","https://openalex.org/W4225294521","https://openalex.org/W4226115663","https://openalex.org/W4226217623","https://openalex.org/W4239510810","https://openalex.org/W4283218202","https://openalex.org/W4283391689","https://openalex.org/W4287887682","https://openalex.org/W4295751932","https://openalex.org/W4307009360","https://openalex.org/W4310113597","https://openalex.org/W4310609036","https://openalex.org/W4311532761","https://openalex.org/W4312445551","https://openalex.org/W4312465431","https://openalex.org/W4315783361","https://openalex.org/W4316813696","https://openalex.org/W4317542800","https://openalex.org/W4318456853","https://openalex.org/W4323314822","https://openalex.org/W4323926508","https://openalex.org/W4327546846","https://openalex.org/W4327928819","https://openalex.org/W4365129631","https://openalex.org/W4366777830","https://openalex.org/W4372266981","https://openalex.org/W4379525934","https://openalex.org/W4379875188","https://openalex.org/W4382202608","https://openalex.org/W4385215070","https://openalex.org/W4385574301","https://openalex.org/W4385958021","https://openalex.org/W4386231260","https://openalex.org/W4386265913","https://openalex.org/W4386938007","https://openalex.org/W4388399256","https://openalex.org/W4389523962","https://openalex.org/W4389746940","https://openalex.org/W4391026226","https://openalex.org/W4391130030","https://openalex.org/W4391149030","https://openalex.org/W4391232619","https://openalex.org/W4391453730","https://openalex.org/W4392456130","https://openalex.org/W4393077909","https://openalex.org/W4393160357","https://openalex.org/W4393160936","https://openalex.org/W4401042426","https://openalex.org/W4401322839","https://openalex.org/W4401502018","https://openalex.org/W6600050674","https://openalex.org/W6600561556"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W4393232657","https://openalex.org/W4410929354","https://openalex.org/W4390638272","https://openalex.org/W2611989081","https://openalex.org/W4408313902","https://openalex.org/W1996130883","https://openalex.org/W2748574964","https://openalex.org/W2731899572","https://openalex.org/W4380075502"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
