{"id":"https://openalex.org/W4403572037","doi":"https://doi.org/10.4114/intartif.vol28iss75pp46-62","title":"Semantic Alignment in Disciplinary Tutoring System: Leveraging Sentence Transformer Technology","display_name":"Semantic Alignment in Disciplinary Tutoring System: Leveraging Sentence Transformer Technology","publication_year":2024,"publication_date":"2024-10-19","ids":{"openalex":"https://openalex.org/W4403572037","doi":"https://doi.org/10.4114/intartif.vol28iss75pp46-62"},"language":"en","primary_location":{"id":"doi:10.4114/intartif.vol28iss75pp46-62","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol28iss75pp46-62","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1631/234","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Inteligencia Artificial","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.iberamia.org/index.php/intartif/article/download/1631/234","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060709747","display_name":"Rosana Abdoune","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159538","display_name":"Mouloud Mammeri University of Tizi-Ouzou","ror":"https://ror.org/050ktqq97","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210159538"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Rosana Abdoune","raw_affiliation_strings":["Mouloud MAMMERI university of Tizi-Ouzou, Algeria","UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mouloud MAMMERI university of Tizi-Ouzou, Algeria","institution_ids":["https://openalex.org/I4210159538"]},{"raw_affiliation_string":"UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210159538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029482562","display_name":"Lydia Lazib","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159538","display_name":"Mouloud Mammeri University of Tizi-Ouzou","ror":"https://ror.org/050ktqq97","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210159538"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Lydia Lazib","raw_affiliation_strings":["Mouloud MAMMERI university of Tizi-Ouzou, Algeria","UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mouloud MAMMERI university of Tizi-Ouzou, Algeria","institution_ids":["https://openalex.org/I4210159538"]},{"raw_affiliation_string":"UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210159538"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010654295","display_name":"Farida Dahmani-Bouarab","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159538","display_name":"Mouloud Mammeri University of Tizi-Ouzou","ror":"https://ror.org/050ktqq97","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210159538"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Farida Dahmani-Bouarab","raw_affiliation_strings":["Mouloud MAMMERI university of Tizi-Ouzou, Algeria","UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mouloud MAMMERI university of Tizi-Ouzou, Algeria","institution_ids":["https://openalex.org/I4210159538"]},{"raw_affiliation_string":"UMMTO - Universit\u00e9 Mouloud Mammeri [Tizi Ouzou] = Mouloud Mammeri University of Tizi-Ouzou (15000 Tizi-Ouzou, Alg\u00e9rie - Algeria)","institution_ids":["https://openalex.org/I4210159538"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002185269","display_name":"Nada Mimouni","orcid":"https://orcid.org/0009-0006-5601-3005"},"institutions":[{"id":"https://openalex.org/I124158823","display_name":"Conservatoire National des Arts et M\u00e9tiers","ror":"https://ror.org/0175hh227","country_code":"FR","type":"education","lineage":["https://openalex.org/I124158823","https://openalex.org/I4210134562"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nada Mimouni","raw_affiliation_strings":["CNAM Conservatoire national des arts et m\u00e9tiers, France","CNAM - Conservatoire National des Arts et M\u00e9tiers [CNAM] (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNAM Conservatoire national des arts et m\u00e9tiers, France","institution_ids":["https://openalex.org/I124158823"]},{"raw_affiliation_string":"CNAM - Conservatoire National des Arts et M\u00e9tiers [CNAM] (France)","institution_ids":["https://openalex.org/I124158823"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15337499,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"28","issue":"75","first_page":"46","last_page":"62"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9933000206947327,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9933000206947327,"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":0.9904999732971191,"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/T11122","display_name":"Online Learning and Analytics","score":0.973800003528595,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/computer-science","display_name":"Computer science","score":0.7682552337646484},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.7382199764251709},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.626111626625061},{"id":"https://openalex.org/keywords/tutor","display_name":"TUTOR","score":0.5433924198150635},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.496192991733551},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.47359493374824524},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4316812753677368},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11573019623756409},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.08889561891555786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7682552337646484},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.7382199764251709},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.626111626625061},{"id":"https://openalex.org/C2778371403","wikidata":"https://www.wikidata.org/wiki/Q7672049","display_name":"TUTOR","level":2,"score":0.5433924198150635},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.496192991733551},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.47359493374824524},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4316812753677368},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11573019623756409},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.08889561891555786},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.4114/intartif.vol28iss75pp46-62","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol28iss75pp46-62","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1631/234","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Inteligencia Artificial","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04747224v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04747224","pdf_url":"https://hal.science/hal-04747224/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Inteligencia Artificial. Ibero-American Journal of Artificial Intelligence, 2024, 28 (75), pp.46-62. ⟨10.4114/intartif.vol28iss75pp46-62⟩","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:01d7b79207c240368f080af0a6e5d30f","is_oa":true,"landing_page_url":"https://doaj.org/article/01d7b79207c240368f080af0a6e5d30f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Inteligencia Artificial, Vol 28, Iss 75 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.4114/intartif.vol28iss75pp46-62","is_oa":true,"landing_page_url":"https://doi.org/10.4114/intartif.vol28iss75pp46-62","pdf_url":"https://journal.iberamia.org/index.php/intartif/article/download/1631/234","source":{"id":"https://openalex.org/S4210203986","display_name":"INTELIGENCIA ARTIFICIAL","issn_l":"1137-3601","issn":["1137-3601","1988-3064"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321681","host_organization_name":"Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial","host_organization_lineage":["https://openalex.org/P4310321681"],"host_organization_lineage_names":["Asociaci\u00f3n Espa\u00f1ola para la Inteligencia Artificial"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Inteligencia Artificial","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403572037.pdf","grobid_xml":"https://content.openalex.org/works/W4403572037.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2478195092","https://openalex.org/W4312351362","https://openalex.org/W2362145073","https://openalex.org/W2358338760","https://openalex.org/W183073912","https://openalex.org/W2119729863","https://openalex.org/W2887971028","https://openalex.org/W2501172308","https://openalex.org/W2365642790","https://openalex.org/W4281476908"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3,59],"present":[4],"a":[5,37,47,61,80,84],"disciplinary":[6],"e-tutoring":[7],"system":[8,34,65],"that":[9],"integrates":[10],"ONTO-TDM,":[11],"an":[12,76,89],"ontology":[13],"designed":[14],"for":[15,131],"teaching":[16],"domain":[17,73],"modeling,":[18],"with":[19,46,72],"advanced":[20],"transformer":[21],"technology.":[22],"Our":[23],"primary":[24],"objective":[25],"is":[26],"to":[27,105],"enhance":[28],"semantic":[29],"similarity":[30],"tasks":[31],"within":[32],"the":[33,95,103,117,129,137],"by":[35,123],"fine-tuning":[36],"Sentence":[38,68],"Transformer":[39,69],"model.":[40],"By":[41],"carefully":[42],"adjusting":[43],"training":[44],"parameters":[45],"curated":[48],"dataset":[49],"of":[50,78,82,86,91,97,120,139],"question-answer":[51],"pairs":[52],"focused":[53],"on":[54],"algorithms":[55],"and":[56,88,109,127],"data":[57],"structures,":[58],"achieved":[60,75],"notable":[62],"improvement":[63],"in":[64,111],"performance.":[66],"The":[67],"model,":[70],"combined":[71],"ontology,":[74],"accuracy":[77],"91%,":[79],"precision":[81],"93%,":[83],"recall":[85],"89%,":[87],"F1-score":[90],"90%,":[92],"significantly":[93],"surpassing":[94],"results":[96],"existing":[98],"works.":[99],"This":[100],"methodology":[101],"highlights":[102],"potential":[104],"deliver":[106],"personalized":[107],"support":[108,141],"guidance":[110],"tutoring":[112],"scenarios.":[113],"It":[114],"effectively":[115],"addresses":[116],"evolving":[118],"needs":[119],"modern":[121],"education":[122],"offering":[124],"tailored":[125],"answers":[126],"reducing":[128],"necessity":[130],"constant":[132],"learner-tutor":[133],"interaction,":[134],"thereby":[135],"improving":[136],"efficiency":[138],"educational":[140],"systems.":[142]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}