{"id":"https://openalex.org/W4410986444","doi":"https://doi.org/10.1109/educon62633.2025.11016582","title":"Fine-Tuned Large Language Models for Enhanced Automated Academic Advising","display_name":"Fine-Tuned Large Language Models for Enhanced Automated Academic Advising","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4410986444","doi":"https://doi.org/10.1109/educon62633.2025.11016582"},"language":"en","primary_location":{"id":"doi:10.1109/educon62633.2025.11016582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon62633.2025.11016582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Global Engineering Education Conference (EDUCON)","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/A5059210597","display_name":"Heba Ismail","orcid":"https://orcid.org/0000-0002-7891-9872"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Heba Ismail","raw_affiliation_strings":["College of Technoligical Innovations, Zayed University,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"College of Technoligical Innovations, Zayed University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I91044093"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5059210597"],"corresponding_institution_ids":["https://openalex.org/I91044093"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13461216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9078999757766724,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9078999757766724,"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":0.5968563556671143},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.40269121527671814}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5968563556671143},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.40269121527671814}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/educon62633.2025.11016582","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon62633.2025.11016582","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7599999904632568,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W3202897922","https://openalex.org/W3215637470","https://openalex.org/W4285294631","https://openalex.org/W4294609010","https://openalex.org/W4394895557","https://openalex.org/W4399397140","https://openalex.org/W4403761124","https://openalex.org/W4408793641","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,114],"rapid":[1],"increase":[2],"in":[3],"student":[4,61,139],"enrollment":[5],"at":[6],"universities":[7],"across":[8],"the":[9,13,36,49,57,119,134],"UAE":[10],"has":[11],"underscored":[12],"limitations":[14],"of":[15,102,136],"traditional":[16],"academic":[17,51,85],"advising":[18],"methods,":[19],"including":[20],"long":[21],"wait":[22],"times":[23],"and":[24,66,78,109,148,156],"overburdened":[25],"advisors.":[26],"This":[27],"paper":[28],"presents":[29],"a":[30,129,137],"finetuned":[31],"Academic":[32],"Advisor":[33],"Chatbot":[34],"leveraging":[35],"\u201cnoushermes2\u201d":[37],"large":[38],"language":[39],"model":[40],"(LLM)":[41],"to":[42,48,76,132,152],"deliver":[43],"real-time,":[44],"context-aware":[45],"guidance":[46],"tailored":[47],"university's":[50],"policies.":[52],"By":[53],"integrating":[54],"institution-specific":[55],"data,":[56],"chatbot":[58,115],"addresses":[59],"common":[60],"queries":[62],"with":[63,98],"high":[64,95],"accuracy":[65],"clarity,":[67,108],"as":[68],"evidenced":[69],"by":[70],"BLEU":[71],"scores":[72,80],"improving":[73],"from":[74],"0.45":[75],"0.78":[77],"ROUGE-L":[79],"reaching":[81],"0.85":[82],"for":[83,104,107,111],"specific":[84],"scenarios.":[86],"A":[87],"user":[88],"feedback":[89],"study":[90],"involving":[91],"50":[92],"students":[93],"revealed":[94],"satisfaction":[96],"levels,":[97],"an":[99],"average":[100],"rating":[101],"4.6/5":[103],"accuracy,":[105],"4.7/5":[106],"4.8/5":[110],"time":[112],"efficiency.":[113],"not":[116],"only":[117],"enhances":[118],"course":[120],"registration":[121],"experience":[122],"but":[123],"also":[124],"reduces":[125],"advisor":[126],"workload,":[127],"offering":[128],"scalable":[130],"solution":[131],"meet":[133],"needs":[135],"growing":[138],"population.":[140],"Future":[141],"enhancements":[142],"will":[143],"focus":[144],"on":[145],"multilingual":[146],"support":[147],"expanded":[149],"program-specific":[150],"datasets":[151],"further":[153],"improve":[154],"usability":[155],"inclusivity.":[157]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
