{"id":"https://openalex.org/W7204237193","doi":"https://doi.org/10.17632/2p5ppxzy4s","title":"LLM NetOps/AIOps Six-Pillar Evidence Audit Dataset","display_name":"LLM NetOps/AIOps Six-Pillar Evidence Audit Dataset","publication_year":2026,"publication_date":"2026-08-26","ids":{"openalex":"https://openalex.org/W7204237193","doi":"https://doi.org/10.17632/2p5ppxzy4s"},"language":null,"primary_location":{"id":"doi:10.17632/2p5ppxzy4s","doi":"https://doi.org/10.17632/2p5ppxzy4s","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"volume":null,"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.17632/2p5ppxzy4s","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122279320","display_name":"Muhammad Bilal","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bilal, Muhammad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062093738","display_name":"Jon Crowcroft","orcid":"https://orcid.org/0000-0002-7013-0121","observed_orcids":["https://orcid.org/0000-0002-7013-0121"]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Crowcroft, Jon","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023466756","display_name":"Runhe Wang","orcid":"https://orcid.org/0009-0006-2879-2355","observed_orcids":["https://orcid.org/0009-0006-2879-2355","https://orcid.org/0009-0001-1878-1373"]},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang, Ruizhi","raw_affiliation_strings":["Nanjing University of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031387532","display_name":"Xialong Xu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu, Xiaolong","raw_affiliation_strings":["Nanjing University of Information Science and Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004847496","display_name":"Schahram Dustdar","orcid":"https://orcid.org/0000-0001-6872-8821","observed_orcids":["https://orcid.org/0000-0001-6872-8821"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dustdar, Schahram","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.5586000084877014,"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":0.5586000084877014,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.31929999589920044,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.013899999670684338,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/large-language-models","display_name":"large language models","score":0.9980000257492065},{"id":"https://openalex.org/keywords/network-operation","display_name":"network operation","score":0.7099999785423279},{"id":"https://openalex.org/keywords/aiops","display_name":"AIOps","score":0.9670000076293945},{"id":"https://openalex.org/keywords/agentic-systems","display_name":"agentic systems","score":0.6700000166893005},{"id":"https://openalex.org/keywords/llm-evaluation","display_name":"LLM evaluation","score":0.628000020980835},{"id":"https://openalex.org/keywords/llm-security","display_name":"LLM security","score":0.8130000233650208},{"id":"https://openalex.org/keywords/llm-safety","display_name":"LLM safety","score":0.7099999785423279},{"id":"https://openalex.org/keywords/organizational-constraints","display_name":"organizational constraints","score":0.7670000195503235}],"concepts":[{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6388000249862671},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.5648999810218811},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5468000173568726},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.49320000410079956},{"id":"https://openalex.org/C2780416260","wikidata":"https://www.wikidata.org/wiki/Q2063","display_name":"JSON","level":2,"score":0.45570001006126404},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.44589999318122864},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.38370001316070557},{"id":"https://openalex.org/C80958533","wikidata":"https://www.wikidata.org/wiki/Q1047174","display_name":"Audit trail","level":3,"score":0.36959999799728394},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36649999022483826},{"id":"https://openalex.org/C65414064","wikidata":"https://www.wikidata.org/wiki/Q484105","display_name":"Autonomy","level":2,"score":0.3621000051498413},{"id":"https://openalex.org/C177309310","wikidata":"https://www.wikidata.org/wiki/Q758917","display_name":"Information technology audit","level":5,"score":0.35269999504089355},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3328999876976013},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.3237999975681305},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3215999901294708},{"id":"https://openalex.org/C170856484","wikidata":"https://www.wikidata.org/wiki/Q6452684","display_name":"Internal audit","level":3,"score":0.29179999232292175},{"id":"https://openalex.org/C197947376","wikidata":"https://www.wikidata.org/wiki/Q5155608","display_name":"Comparability","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.26179999113082886},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.258899986743927},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2563000023365021},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2549999952316284},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.2524000108242035},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.17632/2p5ppxzy4s","doi":"https://doi.org/10.17632/2p5ppxzy4s","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.17632/2p5ppxzy4s.1","doi":"https://doi.org/10.17632/2p5ppxzy4s.1","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s.1","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.17632/2p5ppxzy4s.2","doi":"https://doi.org/10.17632/2p5ppxzy4s.2","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s.2","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"},{"id":"doi:10.17632/2p5ppxzy4s.3","doi":"https://doi.org/10.17632/2p5ppxzy4s.3","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s.3","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.17632/2p5ppxzy4s","doi":"https://doi.org/10.17632/2p5ppxzy4s","is_oa":true,"landing_page_url":"https://doi.org/10.17632/2p5ppxzy4s","pdf_url":null,"source":{"id":"https://openalex.org/S7407050775","display_name":"Mendeley Data","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"dataset":[1,63],"accompanies":[2],"the":[3,21,28,93],"survey":[4],"\u201cLarge":[5],"Language":[6],"Models":[7],"for":[8],"Agentic":[9],"NetOps":[10,33],"and":[11,15,34,39,42,46,50,53,56,60,86,108,111,119,139],"AIOps:":[12],"Architectures,":[13],"Evaluation,":[14],"Safety\u201d":[16],"(arXiv:2605.12729,":[17],"https://arxiv.org/abs/2605.12729).":[18],"It":[19,142],"provides":[20],"record-level":[22],"evidence":[23],"audit":[24],"used":[25],"to":[26],"support":[27],"survey\u2019s":[29],"analysis":[30],"of":[31],"LLM-enabled":[32],"AIOps":[35],"across":[36],"operational":[37,47,69],"capability":[38],"autonomy,":[40],"architecture":[41],"tool":[43,76],"grounding,":[44],"assurance":[45],"control,":[48],"evaluation":[49,78],"benchmarking,":[51],"security":[52],"adversarial":[54],"robustness,":[55],"human":[57],"factors,":[58],"governance,":[59],"standards.":[61],"The":[62,114],"records":[64],"evidential":[65],"status,":[66],"analytical":[67],"pillar,":[68],"domain,":[70],"task,":[71],"autonomy":[72],"role":[73],"where":[74],"applicable,":[75],"surface,":[77],"setting,":[79],"safety":[80],"controls,":[81],"inclusion":[82],"rationale,":[83],"manuscript":[84],"location,":[85],"permissible":[87],"claim":[88],"boundary.":[89],"Separate":[90],"files":[91],"provide":[92],"direct":[94],"LLM-facing":[95],"subset,":[96],"operational-system":[97],"coding,":[98],"search-update":[99],"records,":[100,102],"coverage-validation":[101],"transparent":[103],"exclusions,":[104],"contextual":[105],"comparison":[106],"surveys,":[107],"PRISMA-style":[109],"search":[110],"corpus":[112],"accounting.":[113],"release":[115],"includes":[116],"machine-readable":[117,130],"CSV":[118],"JSON":[120],"files,":[121],"a":[122,125,128,134],"formatted":[123],"workbook,":[124],"data":[126],"dictionary,":[127],"matching":[129],"bibliography,":[131],"citation":[132],"metadata,":[133],"CC":[135],"BY":[136],"4.0":[137],"licence,":[138],"integrity":[140],"checksums.":[141],"contains":[143],"no":[144],"source":[145],"full":[146],"text,":[147],"reviewer":[148],"correspondence,":[149],"private":[150],"contact":[151],"details,":[152],"or":[153],"internal":[154],"compilation":[155],"material.":[156]},"counts_by_year":[],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-08-27T00:00:00"}