{"id":"https://openalex.org/W4392223220","doi":"https://doi.org/10.48550/arxiv.2402.16835","title":"Eight Methods to Evaluate Robust Unlearning in LLMs","display_name":"Eight Methods to Evaluate Robust Unlearning in LLMs","publication_year":2024,"publication_date":"2024-02-26","ids":{"openalex":"https://openalex.org/W4392223220","doi":"https://doi.org/10.48550/arxiv.2402.16835"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2402.16835","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2402.16835","pdf_url":"https://arxiv.org/pdf/2402.16835","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2402.16835","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094018624","display_name":"Aengus Lynch","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lynch, Aengus","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094018625","display_name":"Phillip Guo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Phillip","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094018626","display_name":"Aidan Ewart","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ewart, Aidan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008237906","display_name":"Stephen Casper","orcid":"https://orcid.org/0000-0003-2915-8592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Casper, Stephen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5076757561","display_name":"Dylan Hadfield-Menell","orcid":"https://orcid.org/0000-0002-6168-4763"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hadfield-Menell, Dylan","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5094018624"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.569599986076355,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.569599986076355,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.5307999849319458,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.3378818929195404}],"concepts":[{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3378818929195404}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2402.16835","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2402.16835","pdf_url":"https://arxiv.org/pdf/2402.16835","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2402.16835","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2402.16835","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":"pmh:oai:arXiv.org:2402.16835","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2402.16835","pdf_url":"https://arxiv.org/pdf/2402.16835","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392223220.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2955725829","https://openalex.org/W2949263084","https://openalex.org/W2743539335","https://openalex.org/W594353338","https://openalex.org/W2922049016","https://openalex.org/W4390697879","https://openalex.org/W2724734218","https://openalex.org/W4382466601","https://openalex.org/W2955504986"],"abstract_inverted_index":{"Machine":[0],"unlearning":[1,39,55,70,123,135],"can":[2,90],"be":[3,92],"useful":[4],"for":[5,24,49],"removing":[6],"harmful":[7],"capabilities":[8],"and":[9,35,52,65,81,118],"memorized":[10],"text":[11],"from":[12,63,79],"large":[13],"language":[14],"models":[15],"(LLMs),":[16],"but":[17],"there":[18,120],"are":[19],"not":[20],"yet":[21],"standardized":[22],"methods":[23],"rigorously":[25],"evaluating":[26],"it.":[27],"In":[28],"this":[29],"paper,":[30],"we":[31,42,83],"first":[32],"survey":[33],"techniques":[34],"limitations":[36],"of":[37,47,54,88,133],"existing":[38],"evaluations.":[40],"Second,":[41],"apply":[43],"a":[44],"comprehensive":[45,134],"set":[46],"tests":[48],"the":[50,57,76,100,115,131],"robustness":[51],"competitiveness":[53],"in":[56,124],"\"Who's":[58],"Harry":[59,104],"Potter\"":[60],"(WHP)":[61],"model":[62,102],"Eldan":[64,80],"Russinovich":[66],"(2023).":[67],"While":[68],"WHP's":[69],"generalizes":[71],"well":[72],"when":[73],"evaluated":[74],"with":[75,99],"\"Familiarity\"":[77],"metric":[78],"Russinovich,":[82],"find":[84],"i)":[85],"higher-than-baseline":[86],"amounts":[87],"knowledge":[89,112],"reliably":[91],"extracted,":[93],"ii)":[94],"WHP":[95],"performs":[96],"on":[97,103],"par":[98],"original":[101,116],"Potter":[105],"Q&A":[106],"tasks,":[107],"iii)":[108],"it":[109],"represents":[110],"latent":[111],"comparably":[113],"to":[114],"model,":[117],"iv)":[119],"is":[121],"collateral":[122],"related":[125],"domains.":[126],"Overall,":[127],"our":[128],"results":[129],"highlight":[130],"importance":[132],"evaluation":[136],"that":[137],"avoids":[138],"ad-hoc":[139],"metrics.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}