{"id":"https://openalex.org/W4412404605","doi":"https://doi.org/10.1109/cniot65435.2025.11070736","title":"Retrieval-Augmented Generation for Smart Classroom Applications","display_name":"Retrieval-Augmented Generation for Smart Classroom Applications","publication_year":2025,"publication_date":"2025-05-23","ids":{"openalex":"https://openalex.org/W4412404605","doi":"https://doi.org/10.1109/cniot65435.2025.11070736"},"language":"en","primary_location":{"id":"doi:10.1109/cniot65435.2025.11070736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cniot65435.2025.11070736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 6th International Conference on Computing, Networks and Internet of Things (CNIOT)","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/A5118984158","display_name":"Feng Zhengyuan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Feng Zhengyuan","raw_affiliation_strings":["Shanghai Dianji University,School of Electronic Information,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University,School of Electronic Information,Shanghai,China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101847257","display_name":"Liu Yan-li","orcid":"https://orcid.org/0000-0002-2303-1155"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Yanli","raw_affiliation_strings":["Shanghai Dianji University,School of Electronic Information,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University,School of Electronic Information,Shanghai,China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100711240","display_name":"Heng Zhang","orcid":"https://orcid.org/0000-0001-8436-5549"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang Heng","raw_affiliation_strings":["Shanghai Dianji University,School of Electronic Information,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University,School of Electronic Information,Shanghai,China","institution_ids":["https://openalex.org/I4210156189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5118984158"],"corresponding_institution_ids":["https://openalex.org/I4210156189"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2879869,"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/T11370","display_name":"Mobile Learning in Education","score":0.9060999751091003,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11370","display_name":"Mobile Learning in Education","score":0.9060999751091003,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7307943105697632},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.5074302554130554},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.368367075920105},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3523488938808441},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3342665731906891}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7307943105697632},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5074302554130554},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.368367075920105},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3523488938808441},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3342665731906891}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cniot65435.2025.11070736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cniot65435.2025.11070736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 6th International Conference on Computing, Networks and Internet of Things (CNIOT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W4391876619","https://openalex.org/W4392904187","https://openalex.org/W4396821179","https://openalex.org/W4396843633","https://openalex.org/W4401211953","https://openalex.org/W4403577343","https://openalex.org/W4404534210","https://openalex.org/W4404622689","https://openalex.org/W4406265474"],"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":{"Our":[0],"study":[1],"proposes":[2],"an":[3],"intelligent":[4],"teaching":[5,84],"method":[6],"based":[7],"on":[8],"RAG,":[9],"which":[10],"dynamically":[11],"integrates":[12],"authoritative":[13],"knowledge":[14],"bases":[15],"with":[16],"language":[17],"models":[18,25,59],"to":[19,38],"address":[20],"the":[21,40,51,67,71],"limitations":[22],"of":[23,42,70],"large":[24],"in":[26,44,77],"factual":[27,75],"accuracy":[28],"and":[29,63,74],"domain-specific":[30],"expertise.":[31],"The":[32,47,80],"experiments":[33],"employ":[34],"three":[35],"evaluation":[36],"metrics":[37],"validate":[39],"effectiveness":[41],"RAG":[43],"educational":[45],"scenarios.":[46],"results":[48],"demonstrate":[49],"that":[50],"RAG-enhanced":[52],"model":[53],"(54.8%":[54],"accuracy)":[55],"significantly":[56],"outperforms":[57],"baseline":[58],"(Llama2-7B":[60],"at":[61],"38.8%),":[62],"ablation":[64],"studies":[65],"confirm":[66],"critical":[68],"role":[69],"retrieval":[72],"module":[73],"verification":[76],"performance":[78],"improvement.":[79],"system":[81],"supports":[82],"personalized":[83],"resource":[85],"generation,":[86],"offering":[87],"a":[88],"new":[89],"paradigm":[90],"for":[91],"AI-driven":[92],"education.":[93]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
