{"id":"https://openalex.org/W7161714904","doi":"https://doi.org/10.48550/arxiv.2605.17416","title":"Benchmarking Mythos-Linked Bug Rediscovery","display_name":"Benchmarking Mythos-Linked Bug Rediscovery","publication_year":2026,"publication_date":"2026-05-17","ids":{"openalex":"https://openalex.org/W7161714904","doi":"https://doi.org/10.48550/arxiv.2605.17416"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.17416","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17416","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.17416","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135926837","display_name":"Isaac David","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David, Isaac","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5063253761","display_name":"Arthur Gervais","orcid":"https://orcid.org/0000-0002-3565-3410"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gervais, Arthur","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":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/T10260","display_name":"Software Engineering Research","score":0.4120999872684479,"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/T10260","display_name":"Software Engineering Research","score":0.4120999872684479,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.19599999487400055,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.08869999647140503,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.5767999887466431},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5117999911308289},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.3926999866962433},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3917999863624573},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.2930999994277954},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.2824000120162964}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.5767999887466431},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5566999912261963},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5117999911308289},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4269999861717224},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4244999885559082},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.3926999866962433},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3917999863624573},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3465999960899353},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.2930999994277954},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C190470478","wikidata":"https://www.wikidata.org/wiki/Q2370229","display_name":"Invariant (physics)","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C97250363","wikidata":"https://www.wikidata.org/wiki/Q235557","display_name":"File format","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.260699987411499}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.17416","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17416","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.17416","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17416","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"score":0.5959722399711609,"display_name":"Peace, Justice and strong institutions","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":{"Anthropic's":[0,165],"April":[1],"2026":[2],"Mythos":[3,157],"materials":[4],"combine":[5],"benchmark":[6],"claims":[7],"with":[8],"concrete":[9],"bug-finding":[10],"stories":[11],"across":[12,183],"OpenBSD,":[13],"FreeBSD,":[14],"Linux,":[15],"FFmpeg,":[16],"and":[17,51,68,85],"browsers.":[18],"This":[19],"paper":[20],"reports":[21],"a":[22],"controlled":[23],"target-file":[24,174],"rediscovery":[25],"experiment":[26,75],"on":[27],"six":[28,83,180],"public":[29,156],"or":[30,42],"high-confidence":[31],"Mythos-linked":[32],"systems":[33],"tasks.":[34,122],"Each":[35],"model":[36],"receives":[37],"the":[38,141,151],"same":[39],"target":[40,97,118,127,181],"file":[41],"files,":[43],"read-only":[44],"source":[45],"tools,":[46],"three":[47,81,86],"repeats":[48],"per":[49,91],"task,":[50],"one":[52,103],"manual":[53],"target-matching":[54],"rubric;":[55],"prompts":[56],"omit":[57],"CVE":[58],"identifiers,":[59],"patch":[60,158],"hashes,":[61],"advisory":[62],"text,":[63],"author":[64],"names,":[65],"disclosure":[66],"dates,":[67],"answer":[69],"key":[70],"root":[71],"cause":[72],"language.":[73],"The":[74,129],"contains":[76],"54":[77,184],"counted":[78,185],"model-task":[79],"attempts:":[80],"models,":[82],"tasks,":[84],"repeats,":[87],"giving":[88],"18":[89],"attempts":[90],"model.":[92],"GPT-5.5":[93],"xhigh":[94],"achieves":[95,116],"5/18":[96],"rediscoveries,":[98,119],"covering":[99,120],"2/6":[100],"tasks;":[101],"counting":[102],"wrong-target":[104],"mpegts.c":[105],"finding":[106],"separately":[107],"gives":[108],"3/6":[109],"distinct":[110],"core":[111],"bugs.":[112],"Claude":[113],"Opus":[114],"4.7":[115],"1/18":[117],"1/6":[121],"Kimi":[123],"K2":[124],"records":[125],"0/18":[126],"rediscoveries.":[128],"dominant":[130],"failure":[131],"mode":[132],"is":[133],"early":[134],"commitment":[135],"to":[136],"plausible":[137],"alternate":[138],"candidates":[139],"within":[140],"assigned":[142],"file:":[143],"models":[144],"often":[145],"submit":[146],"source-grounded":[147],"hypotheses":[148],"while":[149],"missing":[150],"specific":[152],"invariant":[153],"corrected":[154],"by":[155],"evidence.":[159],"These":[160],"results":[161],"do":[162],"not":[163],"refute":[164],"undisclosed":[166],"workflow,":[167],"but":[168],"show":[169],"that":[170],"under":[171],"this":[172],"favorable":[173],"scaffold,":[175],"systems-specific":[176],"prompting":[177],"yields":[178],"only":[179],"matches":[182],"attempts.":[186]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-20T00:00:00"}