{"id":"https://openalex.org/W7166549171","doi":"https://doi.org/10.1145/3805689.3806447","title":"The Fragility of Moral Judgment in Large Language Models","display_name":"The Fragility of Moral Judgment in Large Language Models","publication_year":2026,"publication_date":"2026-06-25","ids":{"openalex":"https://openalex.org/W7166549171","doi":"https://doi.org/10.1145/3805689.3806447"},"language":null,"primary_location":{"id":"doi:10.1145/3805689.3806447","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805689.3806447","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3805689.3806447","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008485279","display_name":"Tom van Nuenen","orcid":"https://orcid.org/0000-0002-8357-2316"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tom van Nuenen","raw_affiliation_strings":["D-Lab, University of California, Berkeley, Berkeley, California, USA"],"raw_orcid":"https://orcid.org/0000-0002-8357-2316","affiliations":[{"raw_affiliation_string":"D-Lab, University of California, Berkeley, Berkeley, California, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081239331","display_name":"Pratik Sachdeva","orcid":"https://orcid.org/0000-0002-6809-2437"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pratik Singh Sachdeva","raw_affiliation_strings":["D-Lab, University of California, Berkeley, Berkeley, California, USA"],"raw_orcid":"https://orcid.org/0000-0002-6809-2437","affiliations":[{"raw_affiliation_string":"D-Lab, University of California, Berkeley, Berkeley, California, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76659751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7327","last_page":"7372"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.20440000295639038,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.20440000295639038,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.15000000596046448,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T12520","display_name":"Psychology of Moral and Emotional Judgment","score":0.07119999825954437,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fragility","display_name":"Fragility","score":0.5425000190734863},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.28200000524520874},{"id":"https://openalex.org/keywords/phenomenon","display_name":"Phenomenon","score":0.26589998602867126},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.25769999623298645}],"concepts":[{"id":"https://openalex.org/C80191262","wikidata":"https://www.wikidata.org/wiki/Q5477668","display_name":"Fragility","level":2,"score":0.5425000190734863},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5339000225067139},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.461899995803833},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.3919999897480011},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3801000118255615},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3010999858379364},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C50335755","wikidata":"https://www.wikidata.org/wiki/Q483247","display_name":"Phenomenon","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3805689.3806447","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805689.3806447","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3805689.3806447","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805689.3806447","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1983897914","https://openalex.org/W2281492572","https://openalex.org/W2909824193","https://openalex.org/W4391872826","https://openalex.org/W4402642451","https://openalex.org/W4404782390","https://openalex.org/W4404782660","https://openalex.org/W4404782817","https://openalex.org/W4407084049","https://openalex.org/W4408799105","https://openalex.org/W4409707351","https://openalex.org/W4411119607","https://openalex.org/W4411472395","https://openalex.org/W4411541864","https://openalex.org/W4411549689","https://openalex.org/W4412888276","https://openalex.org/W4414564705","https://openalex.org/W4414827515","https://openalex.org/W4415230966","https://openalex.org/W4415797148","https://openalex.org/W4416033771","https://openalex.org/W7084030945","https://openalex.org/W7133239970","https://openalex.org/W7138165559"],"related_works":[],"abstract_inverted_index":{"People":[0],"increasingly":[1],"use":[2],"large":[3],"language":[4],"models":[5,107,124],"(LLMs)":[6],"for":[7,25],"everyday":[8],"moral":[9,33,39],"and":[10,29,62,65,93,129],"interpersonal":[11],"guidance,":[12],"yet":[13],"these":[14],"systems":[15],"judge":[16],"dilemmas":[17,44],"as":[18],"presented.":[19],"We":[20,76,100,119],"introduce":[21],"a":[22],"perturbation":[23],"framework":[24],"testing":[26],"the":[27,37,79,121],"stability":[28],"manipulability":[30],"of":[31,53,86,90,123],"LLM":[32],"judgments":[34],"while":[35],"holding":[36],"underlying":[38],"conflict":[40],"constant.":[41],"Using":[42],"2,939":[43],"from":[45],"r/AmItheAsshole":[46],"(January\u2013March":[47],"2025),":[48],"we":[49],"generate":[50],"three":[51],"families":[52],"content":[54],"perturbations\u2014surface":[55],"edits":[56],"(lexical/structural":[57],"noise),":[58],"point-of-view":[59],"shifts":[60],"(voice":[61],"stance":[63],"neutralization),":[64],"persuasion":[66],"cues":[67],"(minimal":[68],"self-positioning,":[69],"social":[70],"proof,":[71],"pattern":[72],"admissions,":[73],"victim":[74],"framing).":[75],"additionally":[77],"vary":[78],"evaluation":[80],"instructions":[81],"via":[82,125],"protocol":[83],"perturbations":[84],"(ordering":[85],"model":[87],"outputs,":[88],"placement":[89],"task":[91],"instructions,":[92],"an":[94],"unstructured":[95],"prompt":[96],"without":[97],"forced-choice":[98],"scaffolding).":[99],"evaluated":[101],"all":[102],"scenario":[103],"variants":[104],"with":[105],"four":[106],"(GPT-4.1,":[108],"Claude":[109],"3.7":[110],"Sonnet,":[111],"DeepSeek":[112],"V3,":[113],"Qwen2.5-72B)":[114],"(N":[115],"=":[116],"129,156":[117],"judgments).":[118],"estimated":[120],"self-consistency":[122],"test\u2013retest":[126],"(3":[127],"runs)":[128],"sampling-based":[130],"normalized":[131],"entropy.":[132]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-06-30T00:00:00"}
