{"id":"https://openalex.org/W7154302256","doi":"https://doi.org/10.48550/arxiv.2604.09563","title":"Seven simple steps for log analysis in AI systems","display_name":"Seven simple steps for log analysis in AI systems","publication_year":2026,"publication_date":"2026-02-13","ids":{"openalex":"https://openalex.org/W7154302256","doi":"https://doi.org/10.48550/arxiv.2604.09563"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.09563","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09563","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.09563","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055765010","display_name":"Magda Dubois","orcid":"https://orcid.org/0000-0002-5396-1855"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dubois, Magda","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126709349","display_name":"Ekin Zorer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zorer, Ekin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067201111","display_name":"Maia Hamin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hamin, Maia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038680624","display_name":"Joe Skinner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Skinner, Joe","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004786699","display_name":"Alexandra Souly","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Souly, Alexandra","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114331401","display_name":"Jerome Wynne","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wynne, Jerome","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087769785","display_name":"Harry Coppock","orcid":"https://orcid.org/0000-0003-2404-8319"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Coppock, Harry","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126715228","display_name":"Lucas Satos","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sato, Lucas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063345981","display_name":"Sayash Kapoor","orcid":"https://orcid.org/0000-0001-5695-280X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kapoor, Sayash","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133603671","display_name":"Sunischal Dev","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dev, Sunishchal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133557314","display_name":"Keno Juchems","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juchems, Keno","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126679033","display_name":"Kimberly Mai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mai, Kimberly","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084904199","display_name":"Timo Flesch","orcid":"https://orcid.org/0000-0002-1843-9156"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Flesch, Timo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006888957","display_name":"Lennart Luettgau","orcid":"https://orcid.org/0000-0001-9370-9606"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luettgau, Lennart","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126673954","display_name":"Charles Teague","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Teague, Charles","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126704893","display_name":"Eric Patey","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Patey, Eric","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133561241","display_name":"JJ Allaire","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Allaire, JJ","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018689327","display_name":"Lorenzo Pacchiardi","orcid":"https://orcid.org/0000-0003-4760-7638"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pacchiardi, Lorenzo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124368196","display_name":"Jos\u00e9 Hern\u00e1ndez-Orallo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hernandez-Orallo, Jose","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5126726153","display_name":"Cozmin Ududec","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ududec, Cozmin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":20,"corresponding_author_ids":["https://openalex.org/A5055765010"],"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":0.9732000231742859,"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":0.9732000231742859,"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/T10799","display_name":"Data Visualization and Analytics","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.002300000051036477,"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/pipeline","display_name":"Pipeline (software)","score":0.5992000102996826},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4810999929904938},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.47279998660087585},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.30970001220703125},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.29350000619888306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6686000227928162},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5992000102996826},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4810999929904938},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.47279998660087585},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4323999881744385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3398999869823456},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3010999858379364},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.29350000619888306},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25209999084472656},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2513999938964844}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.09563","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09563","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.09563","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.09563","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AI":[0],"systems":[1],"produce":[2],"large":[3],"volumes":[4],"of":[5],"logs":[6,16],"as":[7,31],"they":[8],"interact":[9],"with":[10,61,84],"tools":[11],"and":[12,23,76,89],"users.":[13],"Analysing":[14],"these":[15],"can":[17],"help":[18],"understand":[19],"model":[20],"capabilities,":[21],"propensities,":[22],"behaviours,":[24],"or":[25],"assess":[26],"whether":[27],"an":[28],"evaluation":[29],"worked":[30],"intended.":[32],"Researchers":[33],"have":[34],"started":[35],"developing":[36],"methods":[37],"for":[38,87],"log":[39,91],"analysis,":[40],"but":[41],"a":[42,51,85],"standardised":[43],"approach":[44],"is":[45],"still":[46],"missing.":[47],"Here":[48],"we":[49],"suggest":[50],"pipeline":[52],"based":[53],"on":[54,73],"current":[55],"best":[56],"practices.":[57],"We":[58],"illustrate":[59],"it":[60],"concrete":[62],"code":[63],"examples":[64],"in":[65],"the":[66],"Inspect":[67],"Scout":[68],"library,":[69],"provide":[70],"detailed":[71],"guidance":[72],"each":[74],"step,":[75],"highlight":[77],"common":[78],"pitfalls.":[79],"Our":[80],"framework":[81],"provides":[82],"researchers":[83],"foundation":[86],"rigorous":[88],"reproducible":[90],"analysis.":[92]},"counts_by_year":[],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2026-04-15T00:00:00"}
