{"id":"https://openalex.org/W4408611529","doi":"https://doi.org/10.1109/icaiic64266.2025.10920709","title":"Optimizing LLM Prompts for Automation of Network Management: A User's Perspective","display_name":"Optimizing LLM Prompts for Automation of Network Management: A User's Perspective","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4408611529","doi":"https://doi.org/10.1109/icaiic64266.2025.10920709"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic64266.2025.10920709","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920709","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5025748931","display_name":"V. S. Sai Rama Krishna Komanduri","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vishnu Komanduri","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116697857","display_name":"Sebastian Estropia","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sebastian Estropia","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116697858","display_name":"Scott Alessio","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Alessio","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116697859","display_name":"Gokhan Yerdelen","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gokhan Yerdelen","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tyler Ferreira","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tyler Ferreira","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108709103","display_name":"G Roldan","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Geovanny Palomino Roldan","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079318596","display_name":"Ziqian Dong","orcid":"https://orcid.org/0000-0003-3937-1311"},"institutions":[{"id":"https://openalex.org/I4210104314","display_name":"New York Institute of Technology","ror":"https://ror.org/01bghzb51","country_code":"US","type":"education","lineage":["https://openalex.org/I4210104314"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziqian Dong","raw_affiliation_strings":["New York Institute of Technology,New York,NY,10023"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New York Institute of Technology,New York,NY,10023","institution_ids":["https://openalex.org/I4210104314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076241092","display_name":"Roberto Rojas\u2010Cessa","orcid":"https://orcid.org/0000-0001-6075-9869"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roberto Rojas-Cessa","raw_affiliation_strings":["New Jersey Institute of Technology,Newark,NJ,07102"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Newark,NJ,07102","institution_ids":["https://openalex.org/I118118575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1081,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7652018,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"0958","last_page":"0963"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9204999804496765,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9204999804496765,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9020000100135803,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.7285320162773132},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.71561598777771},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6246368288993835},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.42722728848457336},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22022828459739685},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21650418639183044},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09535163640975952}],"concepts":[{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.7285320162773132},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.71561598777771},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6246368288993835},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.42722728848457336},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22022828459739685},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21650418639183044},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09535163640975952},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic64266.2025.10920709","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920709","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W4283784214","https://openalex.org/W4298165051","https://openalex.org/W4388629193","https://openalex.org/W4391590983","https://openalex.org/W4400582230","https://openalex.org/W4401871260","https://openalex.org/W4402157796","https://openalex.org/W4403635865","https://openalex.org/W4405092734"],"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/W2018871932","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Although":[0],"being":[1],"linguistic":[2],"assemblers":[3],"and":[4,16,21,28,41,76,95,118,139,146,157,160],"decomposers,":[5],"large":[6],"language":[7],"models":[8],"(LLMs)":[9],"have":[10],"found":[11],"their":[12],"use":[13],"in":[14,59,93,144],"analysis":[15],"generation":[17],"of":[18,23,35,50,56,86,101,137,142,163],"code,":[19],"art,":[20],"design":[22,40,51],"electronic":[24],"circuitry,":[25],"industrial":[26],"parts,":[27],"network":[29,39,116],"design.":[30],"However,":[31],"the":[32,54,69,83,87,152,155,161],"probabilistic":[33],"nature":[34],"generative":[36],"LLMs":[37],"makes":[38],"implementation":[42],"scenarios":[43],"prone":[44],"to":[45,67,107],"errors.":[46],"The":[47,111,149],"complexity":[48,138],"levels":[49,136,141],"may":[52],"exacerbate":[53],"number":[55],"inaccuracies":[57],"included":[58],"an":[60],"LLM's":[61],"response.":[62],"Therefore,":[63],"it":[64],"is":[65],"necessary":[66],"identify":[68],"features":[70],"that":[71,122],"make":[72],"prompts":[73],"generate":[74],"effective":[75],"error-free":[77],"responses":[78,112],"as":[79,115],"users.":[80],"To":[81],"reduce":[82],"error":[84],"rate":[85],"responses,":[88],"we":[89,103],"test":[90],"prompt":[91],"specificity":[92,143],"text":[94,145,156],"schematic":[96],"descriptions.":[97],"As":[98],"various":[99],"degrees":[100,162],"specificity,":[102],"compare":[104],"highly":[105,108],"intuitive":[106],"specific":[109],"prompting.":[110],"are":[113,123],"expressed":[114],"schematics":[117],"router":[119],"configuration":[120],"commands":[121],"evaluated":[124],"with":[125,134],"our":[126],"proposed":[127],"scoring":[128],"policy.":[129],"Our":[130],"tests":[131],"include":[132],"networks":[133],"three":[135],"multiple":[140],"graphic":[147,158],"prompts.":[148],"results":[150],"show":[151],"trade-offs":[153],"on":[154],"modes":[159],"specificity.":[164]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}