{"id":"https://openalex.org/W7163702039","doi":"https://doi.org/10.48550/arxiv.2606.05256","title":"How Far Did They Go? The Persuasive Tactics of Covert LLM Agents in a Discontinued Field Experiment","display_name":"How Far Did They Go? The Persuasive Tactics of Covert LLM Agents in a Discontinued Field Experiment","publication_year":2026,"publication_date":"2026-06-03","ids":{"openalex":"https://openalex.org/W7163702039","doi":"https://doi.org/10.48550/arxiv.2606.05256"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.05256","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05256","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.2606.05256","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137938439","display_name":"Kokil Jaidka","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jaidka, Kokil","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137942911","display_name":"Saifuddin Ahmed (251457)","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmed, Saifuddin","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/T11147","display_name":"Misinformation and Its Impacts","score":0.27570000290870667,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.27570000290870667,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.19130000472068787,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.06880000233650208,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/rhetorical-question","display_name":"Rhetorical question","score":0.7075999975204468},{"id":"https://openalex.org/keywords/covert","display_name":"Covert","score":0.6340000033378601},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6161999702453613},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.574400007724762},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.5619999766349792},{"id":"https://openalex.org/keywords/audit","display_name":"Audit","score":0.5557000041007996},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.498199999332428},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.4415000081062317},{"id":"https://openalex.org/keywords/rhetoric","display_name":"Rhetoric","score":0.41280001401901245},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.39309999346733093}],"concepts":[{"id":"https://openalex.org/C192562157","wikidata":"https://www.wikidata.org/wiki/Q316694","display_name":"Rhetorical question","level":2,"score":0.7075999975204468},{"id":"https://openalex.org/C2779338814","wikidata":"https://www.wikidata.org/wiki/Q5179285","display_name":"Covert","level":2,"score":0.6340000033378601},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6161999702453613},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.574400007724762},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.5619999766349792},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.5557000041007996},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.5224999785423279},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.498199999332428},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.4925000071525574},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.446399986743927},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.4415000081062317},{"id":"https://openalex.org/C1370556","wikidata":"https://www.wikidata.org/wiki/Q81009","display_name":"Rhetoric","level":2,"score":0.41280001401901245},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.39309999346733093},{"id":"https://openalex.org/C106485872","wikidata":"https://www.wikidata.org/wiki/Q5088884","display_name":"Cheap talk","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C2779928471","wikidata":"https://www.wikidata.org/wiki/Q2513555","display_name":"Level playing field","level":2,"score":0.36169999837875366},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.3499999940395355},{"id":"https://openalex.org/C2781310500","wikidata":"https://www.wikidata.org/wiki/Q1231428","display_name":"Persuasion","level":2,"score":0.34790000319480896},{"id":"https://openalex.org/C123353603","wikidata":"https://www.wikidata.org/wiki/Q5421070","display_name":"Experiential knowledge","level":2,"score":0.3334999978542328},{"id":"https://openalex.org/C162222271","wikidata":"https://www.wikidata.org/wiki/Q92779871","display_name":"Public good","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C2776325391","wikidata":"https://www.wikidata.org/wiki/Q6917865","display_name":"Motivated reasoning","level":3,"score":0.3127000033855438},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.30640000104904175},{"id":"https://openalex.org/C2776620684","wikidata":"https://www.wikidata.org/wiki/Q7565144","display_name":"Source credibility","level":3,"score":0.2996000051498413},{"id":"https://openalex.org/C2776034101","wikidata":"https://www.wikidata.org/wiki/Q1509347","display_name":"Commission","level":2,"score":0.28529998660087585},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C59577422","wikidata":"https://www.wikidata.org/wiki/Q10265143","display_name":"False accusation","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2777950569","wikidata":"https://www.wikidata.org/wiki/Q17021836","display_name":"Stewardship (theology)","level":3,"score":0.2703999876976013},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.2680000066757202},{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C2779030433","wikidata":"https://www.wikidata.org/wiki/Q1789511","display_name":"Critical discourse analysis","level":4,"score":0.2567000091075897},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2540000081062317},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.25380000472068787},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.25220000743865967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.251800000667572}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.05256","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05256","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.2606.05256","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.05256","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":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.47140347957611084}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"analyzes":[2],"a":[3,8,51,70,129],"publicly":[4],"released":[5],"dataset":[6],"from":[7],"discontinued":[9],"field":[10],"experiment":[11],"on":[12,152,164],"Reddit's":[13],"r/ChangeMyView.":[14],"The":[15,192],"intervention,":[16],"conducted":[17],"by":[18],"unknown,":[19],"external":[20,165],"researchers":[21],"and":[22,84,101,109,117,161,176],"halted":[23],"following":[24],"ethical":[25],"backlash,":[26],"involved":[27],"undisclosed":[28],"AI-generated":[29,48],"accounts":[30],"engaging":[31],"users":[32],"in":[33,61,94,104,120],"live":[34],"debate.":[35],"After":[36],"public":[37],"disclosure,":[38],"Reddit":[39],"authorized":[40],"moderators":[41],"to":[42,54],"release":[43],"an":[44,62,184],"archive":[45],"of":[46,74,86,97,107,199],"the":[47,121,146,149],"comments,":[49,98],"creating":[50],"rare":[52],"opportunity":[53],"examine":[55],"how":[56,201],"large":[57,122],"language":[58],"models":[59],"operated":[60],"identity-rich":[63],"deliberative":[64,139],"forum":[65],"without":[66],"disclosure.":[67],"We":[68],"conduct":[69],"structured":[71],"content":[72],"analysis":[73],"this":[75],"corpus,":[76],"evaluating":[77],"identity":[78],"performance,":[79],"authority":[80,102,156],"signaling,":[81],"alignment":[82,99],"strategies,":[83],"activation":[85],"cognitive":[87],"heuristics.":[88],"Identity":[89],"targeting":[90],"or":[91],"adoption":[92],"appears":[93],"over":[95,167],"two-thirds":[96],"moves":[100],"claims":[103],"nearly":[105],"all":[106],"them,":[108],"cognitive-bias":[110],"triggers":[111],"--":[112,119,183],"particularly":[113],"confirmation":[114],"bias,":[115],"representativeness,":[116],"availability":[118],"majority.":[123],"These":[124],"patterns":[125],"co-occur":[126],"systematically,":[127],"composing":[128],"rhetorical":[130],"architecture":[131],"calibrated":[132],"for":[133],"persuasive":[134],"efficiency":[135],"rather":[136],"than":[137],"authentic":[138,175],"participation.":[140],"Compared":[141],"against":[142],"human-authored":[143],"CMV":[144],"counter-arguments,":[145],"agents":[147],"inverted":[148],"typical":[150],"distribution":[151],"every":[153],"dimension:":[154],"denser":[155],"use,":[157],"more":[158],"adversarial":[159],"alignment,":[160],"heavier":[162],"reliance":[163],"citation":[166],"experiential":[168],"grounding.":[169],"In":[170],"such":[171],"environments,":[172],"distinctions":[173],"between":[174],"synthetic":[177],"epistemic":[178],"standing":[179],"grow":[180],"increasingly":[181],"opaque":[182],"asymmetry":[185],"that":[186],"disclosure":[187],"mandates":[188],"alone":[189],"cannot":[190],"address.":[191],"results":[193],"point":[194],"toward":[195],"auditing":[196],"frameworks":[197],"capable":[198],"assessing":[200],"AI":[202],"systems":[203],"structure":[204],"credibility,":[205],"not":[206],"merely":[207],"whether":[208],"they":[209],"are":[210],"present.":[211]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-06-06T00:00:00"}
