{"id":"https://openalex.org/W7168404255","doi":"https://doi.org/10.1145/3805712.3808624","title":"Resources for Automated Evaluation of Assistive RAG Systems that Help Readers with News Trustworthiness Assessment","display_name":"Resources for Automated Evaluation of Assistive RAG Systems that Help Readers with News Trustworthiness Assessment","publication_year":2026,"publication_date":"2026-07-15","ids":{"openalex":"https://openalex.org/W7168404255","doi":"https://doi.org/10.1145/3805712.3808624"},"language":null,"primary_location":{"id":"doi:10.1145/3805712.3808624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805712.3808624","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3805712.3808624","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5140930822","display_name":"Dake Zhang","orcid":"https://orcid.org/0000-0001-9663-9391"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Dake Zhang","raw_affiliation_strings":["University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9663-9391","affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140920687","display_name":"Mark D. Smucker","orcid":"https://orcid.org/0000-0003-4968-6405"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mark D. Smucker","raw_affiliation_strings":["University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0003-4968-6405","affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5140773381","display_name":"Charles L. A. Clarke","orcid":"https://orcid.org/0000-0001-8178-9194"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Charles L. A. Clarke","raw_affiliation_strings":["University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8178-9194","affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I151746483"],"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":"3544","last_page":"3551"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.6067000031471252},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.28630000352859497},{"id":"https://openalex.org/keywords/closed-captioning","display_name":"Closed captioning","score":0.27090001106262207},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2694000005722046}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.6067000031471252},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5860999822616577},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4115999937057495},{"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/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29919999837875366},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.29910001158714294},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.28380000591278076},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.27090001106262207},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.26840001344680786},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2565999925136566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3805712.3808624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805712.3808624","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3805712.3808624","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805712.3808624","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1974205932","https://openalex.org/W1983897914","https://openalex.org/W1996290308","https://openalex.org/W2021420765","https://openalex.org/W2027757106","https://openalex.org/W2053154970","https://openalex.org/W2066703653","https://openalex.org/W2070285512","https://openalex.org/W2582561810","https://openalex.org/W2782804901","https://openalex.org/W2790166049","https://openalex.org/W2791544114","https://openalex.org/W2955983911","https://openalex.org/W2963416784","https://openalex.org/W2963961878","https://openalex.org/W3033749393","https://openalex.org/W3034383590","https://openalex.org/W3037661194","https://openalex.org/W3093401944","https://openalex.org/W3191286626","https://openalex.org/W3196268181","https://openalex.org/W4366089033","https://openalex.org/W4385717016","https://openalex.org/W4401330297","https://openalex.org/W4404534210","https://openalex.org/W4411619344","https://openalex.org/W4412376941","https://openalex.org/W4412377058"],"related_works":[],"abstract_inverted_index":{"Many":[0],"readers":[1,147],"today":[2],"struggle":[3],"to":[4,35,69,148,159,181,200],"assess":[5,149],"the":[6,54,57,62,72,75,95,106,115,139,162,187,201,223,235],"trustworthiness":[7,46,231],"of":[8,56,74,114,125,186,225],"online":[9],"news":[10,45,134,230],"because":[11],"reliable":[12],"reporting":[13],"coexists":[14],"with":[15,127,234],"misinformation.":[16],"The":[17,78,153],"TREC":[18,120,202],"2025":[19],"DRAGUN":[20,58],"(Detection,":[21],"Retrieval,":[22],"and":[23,37,92,171,212],"Augmented":[24],"Generation":[25],"for":[26,33,71,131,146,209,216,228],"Understanding":[27],"News)":[28],"Track":[29],"provided":[30],"a":[31,101,239],"venue":[32],"researchers":[34],"develop":[36],"evaluate":[38],"assistive":[39,229],"RAG":[40,226,245],"systems":[41,227],"that":[42,64,141,192],"support":[43],"readers'":[44],"assessment":[47,232],"by":[48],"producing":[49,87,100],"reader-oriented,":[50],"well-attributed":[51],"reports.":[52],"As":[53,112],"organizers":[55],"track,":[59],"we":[60,65,118,175],"describe":[61],"resources":[63,220],"have":[66,176],"newly":[67],"developed":[68],"allow":[70],"reuse":[73],"track's":[76,116],"tasks.":[77],"track":[79],"had":[80,119],"two":[81],"tasks:":[82],"(Task":[83,93],"1)":[84],"Question":[85],"Generation,":[86,99],"10":[88],"ranked":[89],"investigative":[90],"questions;":[91],"2,":[94],"main":[96],"task)":[97],"Report":[98],"250-word":[102],"report":[103],"grounded":[104],"in":[105],"MS":[107],"MARCO":[108],"V2.1":[109],"Segmented":[110],"Corpus.":[111],"part":[113,185],"evaluation,":[117],"assessors":[121,142,154],"create":[122],"importance-weighted":[123],"rubrics":[124,137,158,173],"questions":[126],"expected":[128],"short":[129],"answers":[130],"30":[132],"different":[133],"articles.":[135],"These":[136,219],"represent":[138],"information":[140],"believe":[143],"is":[144],"important":[145],"an":[150,178],"article's":[151],"trustworthiness.":[152],"then":[155],"used":[156],"their":[157,172],"manually":[160],"judge":[161,182],"participating":[163],"teams'":[164],"submitted":[165],"runs.":[166],"To":[167],"make":[168],"these":[169],"tasks":[170],"reusable,":[174],"created":[177],"automated":[179,244],"process":[180],"runs":[183,197],"not":[184],"original":[188],"assessing.":[189],"We":[190],"show":[191],"our":[193],"AutoJudge":[194],"ranks":[195],"existing":[196],"well":[198],"compared":[199],"human-assessed":[203],"evaluation":[204,224,237],"(Kendall's":[205],"\u03c4":[206,213],"=":[207,214],"0.678":[208],"Task":[210,217],"1":[211],"0.872":[215],"2).":[218],"enable":[221],"both":[222],"and,":[233],"human":[236],"as":[238],"benchmark,":[240],"research":[241],"on":[242],"improving":[243],"evaluation.":[246]},"counts_by_year":[],"updated_date":"2026-07-17T05:52:16.776730","created_date":"2026-07-16T00:00:00"}
