{"id":"https://openalex.org/W4413180319","doi":"https://doi.org/10.1109/gcwkshp64532.2024.11100862","title":"SC-Telco RAG: Enhancing RAG through Structured Contexts in Telecommunications","display_name":"SC-Telco RAG: Enhancing RAG through Structured Contexts in Telecommunications","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4413180319","doi":"https://doi.org/10.1109/gcwkshp64532.2024.11100862"},"language":"en","primary_location":{"id":"doi:10.1109/gcwkshp64532.2024.11100862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshp64532.2024.11100862","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Globecom Workshops (GC Wkshps)","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/A5101878141","display_name":"Juan Du","orcid":"https://orcid.org/0000-0002-2358-6214"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Junjie Du","raw_affiliation_strings":["AsiaInfo Technologies (China) Inc.,Beijing,China"],"affiliations":[{"raw_affiliation_string":"AsiaInfo Technologies (China) Inc.,Beijing,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014222538","display_name":"Jianbing Ding","orcid":"https://orcid.org/0009-0009-6159-298X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianbing Ding","raw_affiliation_strings":["AsiaInfo Technologies (China) Inc.,Beijing,China"],"affiliations":[{"raw_affiliation_string":"AsiaInfo Technologies (China) Inc.,Beijing,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399434","display_name":"Jingyi Li","orcid":"https://orcid.org/0000-0002-3315-1855"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingyi Li","raw_affiliation_strings":["Columbia University,NewYork,USA"],"affiliations":[{"raw_affiliation_string":"Columbia University,NewYork,USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101616959","display_name":"Xidong Wang","orcid":"https://orcid.org/0000-0002-3332-8331"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xidong Wang","raw_affiliation_strings":["AsiaInfo Technologies (China) Inc.,Beijing,China"],"affiliations":[{"raw_affiliation_string":"AsiaInfo Technologies (China) Inc.,Beijing,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102971699","display_name":"Xiaozhou Ye","orcid":"https://orcid.org/0000-0001-5668-9941"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaozhou Ye","raw_affiliation_strings":["AsiaInfo Technologies (China) Inc.,Beijing,China"],"affiliations":[{"raw_affiliation_string":"AsiaInfo Technologies (China) Inc.,Beijing,China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044271745","display_name":"Ye Ouyang","orcid":"https://orcid.org/0000-0003-2038-5692"},"institutions":[{"id":"https://openalex.org/I4210165263","display_name":"Guangzhou Zoo","ror":"https://ror.org/054we3s04","country_code":"CN","type":"archive","lineage":["https://openalex.org/I4210165263"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Ouyang","raw_affiliation_strings":["AsiaInfo Technologies (China, Guangzhou),Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"AsiaInfo Technologies (China, Guangzhou),Guangzhou,China","institution_ids":["https://openalex.org/I4210165263"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101878141"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17539515,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12042","display_name":"Satellite Communication Systems","score":0.4027999937534332,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12042","display_name":"Satellite Communication Systems","score":0.4027999937534332,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.3621000051498413,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10575","display_name":"Wireless Communication Networks Research","score":0.33959999680519104,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.6187743544578552},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.4822857677936554},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3941674828529358}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6187743544578552},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.4822857677936554},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3941674828529358}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcwkshp64532.2024.11100862","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshp64532.2024.11100862","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W4390963073","https://openalex.org/W4400531953","https://openalex.org/W4401509478","https://openalex.org/W4402670856","https://openalex.org/W4404534210","https://openalex.org/W4405974780","https://openalex.org/W4408325149","https://openalex.org/W4410949934","https://openalex.org/W4411403346"],"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":{"Large":[0,127],"Language":[1,128],"Models":[2,129],"(LLMs)":[3],"have":[4],"demonstrated":[5],"exceptional":[6],"language":[7],"understanding":[8],"and":[9,37,58,66,99,144,150],"generation":[10],"capabilities":[11],"in":[12,68,125,136],"the":[13,29,32,35,52,71,76,96,113,146],"field":[14],"of":[15,34,48,55,64,142],"knowledge":[16],"question-answering,":[17],"with":[18,51],"applications":[19],"spanning":[20],"across":[21],"various":[22],"industries.":[23],"However,":[24],"when":[25],"it":[26],"comes":[27],"to":[28,86],"telecommunications":[30,114],"domain,":[31],"complexity":[33],"standards":[36],"specifications":[38],"poses":[39],"a":[40,61,82,101],"significant":[41],"challenge":[42],"for":[43,130],"LLMs.":[44,72],"The":[45,116],"sheer":[46],"volume":[47],"standards,":[49],"coupled":[50],"frequent":[53],"use":[54],"specialized":[56,83],"terminology":[57],"concepts,":[59],"necessitates":[60],"higher":[62],"level":[63],"comprehension":[65],"accuracy":[67,111,141],"responses":[69],"from":[70],"This":[73],"paper":[74],"introduces":[75],"SC-Telco":[77],"Retrieval-Augmented":[78],"Generation":[79],"(RAG)":[80],"framework,":[81],"approach":[84],"designed":[85],"navigate":[87],"these":[88],"challenges":[89],"effectively.":[90],"By":[91],"integrating":[92],"structured":[93],"contexts":[94],"into":[95],"retrieval":[97],"process":[98],"employing":[100],"two-stage":[102],"fine-tuning":[103],"technique,":[104],"this":[105],"framework":[106],"significantly":[107],"enhances":[108],"LLMs\u2019":[109],"question-answering":[110],"within":[112],"domain.":[115],"innovative":[117],"methodology":[118],"has":[119],"been":[120],"validated":[121],"through":[122],"notable":[123],"success":[124],"\"specializing":[126],"Telecom":[131],"Networks":[132],"by":[133],"ITU":[134],"AI/ML":[135],"5G":[137],"Challenge\",":[138],"achieving":[139],"an":[140],"80.75%":[143],"demonstrating":[145],"framework\u2019s":[147],"practical":[148],"impact":[149],"domain-specific":[151],"effectiveness.":[152]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}