{"id":"https://openalex.org/W7141288853","doi":"https://doi.org/10.48550/arxiv.2603.25092","title":"AuthorityBench: Benchmarking LLM Authority Perception for Reliable Retrieval-Augmented Generation","display_name":"AuthorityBench: Benchmarking LLM Authority Perception for Reliable Retrieval-Augmented Generation","publication_year":2026,"publication_date":"2026-03-26","ids":{"openalex":"https://openalex.org/W7141288853","doi":"https://doi.org/10.48550/arxiv.2603.25092"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.25092","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25092","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":null,"license_id":null,"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.2603.25092","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130806057","display_name":"Zhihui Yao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yao, Zhihui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034939611","display_name":"Hengran Zhang","orcid":"https://orcid.org/0009-0004-1144-1298"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Hengran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5130780921","display_name":"Keping Bi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bi, Keping","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/T10028","display_name":"Topic Modeling","score":0.40790000557899475,"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/T10028","display_name":"Topic Modeling","score":0.40790000557899475,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.18469999730587006,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.09229999780654907,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.8115000128746033},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6977999806404114},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6420000195503235},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4575999975204468},{"id":"https://openalex.org/keywords/regulatory-authority","display_name":"Regulatory authority","score":0.4426000118255615},{"id":"https://openalex.org/keywords/downstream","display_name":"Downstream (manufacturing)","score":0.41920000314712524},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.37940001487731934}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8115000128746033},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6977999806404114},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6420000195503235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6288999915122986},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4575999975204468},{"id":"https://openalex.org/C2991908516","wikidata":"https://www.wikidata.org/wiki/Q1639780","display_name":"Regulatory authority","level":2,"score":0.4426000118255615},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.43540000915527344},{"id":"https://openalex.org/C2776207758","wikidata":"https://www.wikidata.org/wiki/Q5303302","display_name":"Downstream (manufacturing)","level":2,"score":0.41920000314712524},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41499999165534973},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.37940001487731934},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3463999927043915},{"id":"https://openalex.org/C2992531222","wikidata":"https://www.wikidata.org/wiki/Q7257283","display_name":"Public authority","level":2,"score":0.3384000062942505},{"id":"https://openalex.org/C2778143727","wikidata":"https://www.wikidata.org/wiki/Q1820650","display_name":"Readability","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C2479394","wikidata":"https://www.wikidata.org/wiki/Q872773","display_name":"Traditional authority","level":2,"score":0.30959999561309814},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3093999922275543},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.30730000138282776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2797999978065491},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27309998869895935},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C2984519610","wikidata":"https://www.wikidata.org/wiki/Q35127","display_name":"Web site","level":3,"score":0.25529998540878296},{"id":"https://openalex.org/C2779172887","wikidata":"https://www.wikidata.org/wiki/Q184316","display_name":"PageRank","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.25092","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25092","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.25092","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.25092","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Retrieval-Augmented":[0],"Generation":[1],"(RAG)":[2],"enhances":[3],"Large":[4],"Language":[5],"Models":[6],"(LLMs)":[7],"with":[8,57,63,70,99,106],"external":[9],"knowledge":[10,150],"but":[11],"remains":[12],"vulnerable":[13],"to":[14],"low-authority":[15],"sources":[16],"that":[17,95,134],"can":[18,25],"propagate":[19],"misinformation.":[20],"We":[21,78],"investigate":[22],"whether":[23],"LLMs":[24,81],"perceive":[26],"information":[27],"authority":[28,48,74,123,146],"-":[29],"a":[30,42],"capability":[31],"extending":[32],"beyond":[33],"semantic":[34],"understanding.":[35],"To":[36],"address":[37],"this,":[38],"we":[39],"introduce":[40],"AuthorityBench,":[41],"comprehensive":[43],"benchmark":[44,154],"for":[45,75,148],"evaluating":[46],"LLM":[47],"perception":[49,147],"comprising":[50],"three":[51,83],"datasets:":[52],"DomainAuth":[53],"(10K":[54],"web":[55],"domains":[56],"PageRank-based":[58],"authority),":[59,65],"EntityAuth":[60],"(22K":[61],"entities":[62],"popularity-based":[64],"and":[66,97,153],"RAGAuth":[67],"(120":[68],"queries":[69],"documents":[71],"of":[72,145],"varying":[73],"downstream":[76],"evaluation).":[77],"evaluate":[79],"five":[80],"using":[82],"judging":[84],"methods":[85],"(PointJudge,":[86],"PairJudge,":[87],"ListJudge)":[88],"across":[89],"multiple":[90],"output":[91,101],"formats.":[92],"Results":[93],"show":[94],"ListJudge":[96,110],"PairJudge":[98],"PointScore":[100],"achieve":[102],"the":[103,142],"strongest":[104],"correlation":[105],"ground-truth":[107],"authority,":[108],"while":[109],"offers":[111],"optimal":[112],"cost-effectiveness.":[113],"Notably,":[114],"incorporating":[115],"webpage":[116],"text":[117],"consistently":[118],"degrades":[119],"judgment":[120],"performance,":[121],"suggesting":[122],"is":[124],"distinct":[125],"from":[126],"textual":[127],"style.":[128],"Downstream":[129],"experiments":[130],"on":[131],"RAG":[132],"demonstrate":[133],"authority-guided":[135],"filtering":[136],"largely":[137],"improves":[138],"answer":[139],"accuracy,":[140],"validating":[141],"practical":[143],"importance":[144],"reliable":[149],"retrieval.":[151],"Code":[152],"are":[155],"available":[156],"at:":[157],"https://github.com/Trustworthy-Information-Access/AuthorityBench.":[158]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-28T00:00:00"}
