{"id":"https://openalex.org/W7134255011","doi":"https://doi.org/10.48550/arxiv.2603.06422","title":"Before You Hand Over the Wheel: Evaluating LLMs for Security Incident Analysis","display_name":"Before You Hand Over the Wheel: Evaluating LLMs for Security Incident Analysis","publication_year":2026,"publication_date":"2026-03-06","ids":{"openalex":"https://openalex.org/W7134255011","doi":"https://doi.org/10.48550/arxiv.2603.06422"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.06422","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041068083","display_name":"Sourov Jajodia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jajodia, Sourov","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037744076","display_name":"Madeena Sultana","orcid":"https://orcid.org/0000-0002-9272-4326"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sultana, Madeena","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013360015","display_name":"Suryadipta Majumdar","orcid":"https://orcid.org/0000-0002-6501-4214"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Majumdar, Suryadipta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033634735","display_name":"Adrian Taylor","orcid":"https://orcid.org/0000-0003-2701-9468"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Taylor, Adrian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5035567808","display_name":"Grant Vandenberghe","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vandenberghe, Grant","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17386983,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11644","display_name":"Spam and Phishing Detection","score":0.30649998784065247,"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/T11644","display_name":"Spam and Phishing Detection","score":0.30649998784065247,"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"}},{"id":"https://openalex.org/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.2167000025510788,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.06589999794960022,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/benchmarking","display_name":"Benchmarking","score":0.8547000288963318},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5677000284194946},{"id":"https://openalex.org/keywords/phishing","display_name":"Phishing","score":0.5497999787330627},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5297999978065491},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.5296000242233276},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5110999941825867},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.43639999628067017},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.35510000586509705},{"id":"https://openalex.org/keywords/security-information-and-event-management","display_name":"Security information and event management","score":0.3458999991416931}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8547000288963318},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6901000142097473},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6165000200271606},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5677000284194946},{"id":"https://openalex.org/C83860907","wikidata":"https://www.wikidata.org/wiki/Q135005","display_name":"Phishing","level":3,"score":0.5497999787330627},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5297999978065491},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.5296000242233276},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5110999941825867},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.43639999628067017},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3930000066757202},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.35569998621940613},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.35510000586509705},{"id":"https://openalex.org/C103377522","wikidata":"https://www.wikidata.org/wiki/Q3493999","display_name":"Security information and event management","level":4,"score":0.3458999991416931},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.32850000262260437},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.32280001044273376},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C2779395397","wikidata":"https://www.wikidata.org/wiki/Q15731404","display_name":"Malware analysis","level":3,"score":0.2872999906539917},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.2831000089645386},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2775000035762787},{"id":"https://openalex.org/C121822524","wikidata":"https://www.wikidata.org/wiki/Q5157582","display_name":"Computer security model","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C17520342","wikidata":"https://www.wikidata.org/wiki/Q7797190","display_name":"Threat","level":5,"score":0.2565999925136566},{"id":"https://openalex.org/C1173588","wikidata":"https://www.wikidata.org/wiki/Q6554294","display_name":"Link analysis","level":2,"score":0.25369998812675476}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.06422","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.06422","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.06422","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.06422","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6688189506530762,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Security":[0],"incident":[1,132],"analysis":[2,148,182,220],"(SIA)":[3],"poses":[4],"a":[5,83,137,170],"major":[6,142,200],"challenge":[7],"for":[8,62,130,150],"security":[9,131,151],"operations":[10],"centers,":[11],"which":[12],"must":[13,111],"manage":[14],"overwhelming":[15],"alert":[16],"volumes,":[17],"large":[18],"and":[19,25,36,66,102,155,178,188,193,205,217],"diverse":[20],"data":[21],"sources,":[22],"complex":[23],"toolchains,":[24],"limited":[26],"analyst":[27,100],"expertise.":[28],"These":[29],"difficulties":[30],"intensify":[31],"because":[32],"incidents":[33,152],"evolve":[34],"dynamically":[35],"require":[37],"multi-step,":[38],"multifaceted":[39],"reasoning.":[40],"Although":[41],"organizations":[42],"are":[43],"eager":[44],"to":[45,51,213],"adopt":[46],"Large":[47],"Language":[48],"Models":[49],"(LLMs)":[50],"support":[52,214],"SIA,":[53],"the":[54,76,90,97,104],"absence":[55],"of":[56,78,86,93,99,107,167,173],"rigorous":[57],"benchmarking":[58],"creates":[59],"significant":[60],"risks":[61],"assessing":[63],"their":[64],"effectiveness":[65],"guiding":[67],"design":[68],"decisions.":[69],"Benchmarking":[70],"is":[71],"further":[72],"complicated":[73],"by:":[74],"(i)":[75,146],"lack":[77],"an":[79,126,164],"LLM-ready":[80],"dataset":[81,139],"covering":[82],"wide":[84],"spectrum":[85,172],"SIA":[87,143,174],"tasks;":[88],"(ii)":[89,156],"continual":[91],"emergence":[92],"new":[94,108],"tasks":[95,158,175],"reflecting":[96],"diversity":[98],"responsibilities;":[101],"(iii)":[103],"rapid":[105],"release":[106],"LLMs":[109,201],"that":[110],"be":[112],"incorporated":[113],"into":[114],"evaluations.":[115],"In":[116],"this":[117],"paper,":[118],"we":[119,135,162,197],"address":[120],"these":[121,209],"challenges":[122],"by":[123],"introducing":[124],"SIABENCH,":[125],"agentic":[127],"evaluation":[128],"framework":[129],"analysis.":[133],"First,":[134],"construct":[136],"first-of-its-kind":[138],"comprising":[140],"two":[141],"task":[144],"categories:":[145],"deep":[147],"workflows":[149],"(25":[153],"scenarios)":[154],"alert-triage":[157],"(135":[159],"scenarios).":[160],"Second,":[161],"implement":[163],"agent":[165],"capable":[166],"autonomously":[168],"performing":[169],"broad":[171],"(including":[176],"network":[177],"memory":[179],"forensics,":[180],"malware":[181],"across":[183],"binary/code/PDF":[184],"formats,":[185],"phishing":[186],"email":[187],"kit":[189],"analysis,":[190,192],"log":[191],"false-alert":[194],"detection).":[195],"Third,":[196],"benchmark":[198],"11":[199],"(spanning":[202],"both":[203],"open-":[204],"closed-weight":[206],"models)":[207],"on":[208],"tasks,":[210],"with":[211],"extensibility":[212],"emerging":[215],"models":[216],"newly":[218],"added":[219],"scenarios.":[221]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-10T00:00:00"}
