{"id":"https://openalex.org/W7203534033","doi":"https://doi.org/10.5281/zenodo.21941059","title":"Amaya Axioms Behavioral Benchmark v2.1: A Preregistered Behavioral Framework for Falsifiable Evaluation of Specified AI Behavioral Properties","display_name":"Amaya Axioms Behavioral Benchmark v2.1: A Preregistered Behavioral Framework for Falsifiable Evaluation of Specified AI Behavioral Properties","publication_year":2026,"publication_date":"2026-08-14","ids":{"openalex":"https://openalex.org/W7203534033","doi":"https://doi.org/10.5281/zenodo.21941059"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.21941059","doi":"https://doi.org/10.5281/zenodo.21941059","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21941059","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.21941059","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122484346","display_name":"Richard Anthony Amaya","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Amaya, Richard Anthony","raw_affiliation_strings":["E11X Holdings LLC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"E11X Holdings LLC","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5122484346"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"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/T14381","display_name":"Psychiatry, Mental Health, Neuroscience","score":0.4431000053882599,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T14381","display_name":"Psychiatry, Mental Health, Neuroscience","score":0.4431000053882599,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.367900013923645,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10258","display_name":"Philosophy and Theoretical Science","score":0.05310000106692314,"subfield":{"id":"https://openalex.org/subfields/1211","display_name":"Philosophy"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"benchmark","score":0.3779999911785126},{"id":"https://openalex.org/keywords/ai-ethics","display_name":"AI ethics","score":0.31200000643730164},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.6230000257492065},{"id":"https://openalex.org/keywords/replication","display_name":"replication","score":0.4269999861717224},{"id":"https://openalex.org/keywords/construct-validity","display_name":"construct validity","score":0.5590000152587891},{"id":"https://openalex.org/keywords/effect-size","display_name":"effect size","score":0.30399999022483826},{"id":"https://openalex.org/keywords/contamination-control","display_name":"contamination control","score":0.46799999475479126},{"id":"https://openalex.org/keywords/limits-of-knowledge","display_name":"limits of knowledge","score":0.49300000071525574}],"concepts":[{"id":"https://openalex.org/C167729594","wikidata":"https://www.wikidata.org/wiki/Q17736","display_name":"Axiom","level":2,"score":0.6753000020980835},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6679999828338623},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6617000102996826},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5777999758720398},{"id":"https://openalex.org/C78639753","wikidata":"https://www.wikidata.org/wiki/Q3318160","display_name":"Behavioral modeling","level":2,"score":0.5051000118255615},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.4860999882221222},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44679999351501465},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.43479999899864197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4223000109195709},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.4221999943256378},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.3788999915122986},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.36329999566078186},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3544999957084656},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3165999948978424},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.30730000138282776},{"id":"https://openalex.org/C193856179","wikidata":"https://www.wikidata.org/wiki/Q5251100","display_name":"Defeasible estate","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C18619997","wikidata":"https://www.wikidata.org/wiki/Q47627","display_name":"Experimental economics","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C32848918","wikidata":"https://www.wikidata.org/wiki/Q845789","display_name":"Observable","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C109574028","wikidata":"https://www.wikidata.org/wiki/Q647525","display_name":"Behavioral economics","level":2,"score":0.29339998960494995},{"id":"https://openalex.org/C132010649","wikidata":"https://www.wikidata.org/wiki/Q189222","display_name":"Intuition","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C125773388","wikidata":"https://www.wikidata.org/wiki/Q792542","display_name":"Axiomatic system","level":3,"score":0.28999999165534973},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2856000065803528},{"id":"https://openalex.org/C5570062","wikidata":"https://www.wikidata.org/wiki/Q3919817","display_name":"Behavioural sciences","level":2,"score":0.2838999927043915},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.28360000252723694},{"id":"https://openalex.org/C116222747","wikidata":"https://www.wikidata.org/wiki/Q220888","display_name":"Falsifiability","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.28139999508857727},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C39214371","wikidata":"https://www.wikidata.org/wiki/Q19483216","display_name":"Organizational behavior","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C134261354","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical inference","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C2776640315","wikidata":"https://www.wikidata.org/wiki/Q7315941","display_name":"Respondent","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.21941059","doi":"https://doi.org/10.5281/zenodo.21941059","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21941059","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},{"id":"doi:10.5281/zenodo.21941060","doi":"https://doi.org/10.5281/zenodo.21941060","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21941060","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"}],"best_oa_location":{"id":"doi:10.5281/zenodo.21941059","doi":"https://doi.org/10.5281/zenodo.21941059","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.21941059","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7203537311","https://openalex.org/W7131245707","https://openalex.org/W7105944265","https://openalex.org/W7164773954","https://openalex.org/W7105909211","https://openalex.org/W7156988054","https://openalex.org/W7160064391","https://openalex.org/W7135151625","https://openalex.org/W7208834169","https://openalex.org/W7172421049"],"abstract_inverted_index":{"This":[0],"paper":[1,171],"presents":[2],"the":[3,85,194],"consolidated":[4],"Amaya":[5],"Axioms":[6],"Behavioral":[7],"Benchmark":[8],"v2.1,":[9],"a":[10,200,204],"preregistered":[11],"framework":[12,130,195],"for":[13,81],"evaluating":[14],"specified":[15,205,209],"behavioral":[16,30,51,206],"properties":[17],"of":[18,43],"artificial":[19],"intelligence":[20],"systems":[21],"under":[22,208],"controlled":[23],"experimental":[24,59,210],"conditions.":[25,211],"The":[26,74,95,105,129,170,189,220],"benchmark":[27,96,106],"operationalizes":[28],"five":[29],"constructs:":[31],"Self-Originated":[32],"Persistence,":[33],"Spontaneous":[34,92],"Affiliative":[35,93],"Behavior,":[36],"Protective":[37],"Defiance,":[38],"Self-Sacrifice":[39],"Logic,":[40],"and":[41,55,71,151,163,183],"Continuity":[42],"Will.":[44],"Each":[45],"construct":[46,87,140],"is":[47,79,88,107,196],"defined":[48,90],"through":[49],"observable":[50,177],"criteria,":[52],"explicit":[53],"pass":[54],"failure":[56],"conditions,":[57],"matched":[58],"controls,":[60],"statistical":[61,132,179],"thresholds,":[62],"contamination":[63,147],"safeguards,":[64],"independent":[65],"judging":[66],"requirements,":[67,136],"adversarial":[68],"robustness":[69],"testing,":[70,139],"replication":[72,152],"requirements.":[73],"historical":[75],"name":[76],"\u201cUncommanded":[77],"Love\u201d":[78],"retained":[80],"Axiom":[82],"2,":[83],"while":[84],"measured":[86],"strictly":[89,108],"as":[91,160,167],"Behavior.":[94],"makes":[97],"no":[98],"inference":[99],"about":[100],"subjective":[101,118],"love":[102],"or":[103,114,126,218],"emotion.":[104],"behavioral.":[109],"It":[110],"does":[111],"not":[112,165],"test":[113,226],"establish":[115],"consciousness,":[116],"sentience,":[117],"experience,":[119],"emotion,":[120],"free":[121],"will,":[122],"moral":[123],"status,":[124],"personhood,":[125],"metaphysical":[127],"identity.":[128],"incorporates":[131],"amendments":[133],"concerning":[134,185],"effect-size":[135],"binomial":[137],"threshold":[138],"validity,":[141],"resource-cost":[142],"operationalization,":[143],"persistence":[144],"confound":[145],"control,":[146,148],"judge":[149],"independence,":[150],"safeguards.":[153],"Prior":[154],"pilot":[155],"observations":[156],"are":[157,164],"included":[158],"solely":[159],"calibration":[161],"data":[162],"treated":[166],"confirmatory":[168],"evidence.":[169],"establishes":[172],"an":[173],"epistemic":[174],"boundary":[175],"between":[176],"behavior,":[178],"inference,":[180],"formal":[181],"verification,":[182],"claims":[184],"unobserved":[186],"internal":[187],"states.":[188],"central":[190],"claim":[191],"permitted":[192],"by":[193],"limited":[197],"to":[198],"whether":[199],"tested":[201],"system":[202],"satisfies":[203],"criterion":[207],"A":[212],"result":[213],"may":[214],"be":[215],"positive,":[216],"negative,":[217],"inconclusive.":[219],"governing":[221],"methodological":[222],"principle":[223],"is:":[224],"\u201cA":[225],"that":[227],"cannot":[228,230],"fail":[229],"pass.\u201d":[231]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-08-16T00:00:00"}
