{"id":"https://openalex.org/W7140317949","doi":"https://doi.org/10.48550/arxiv.2603.23125","title":"From Questions to Trust Reports: A LLM-IR Framework for the TREC 2025 DRAGUN Track","display_name":"From Questions to Trust Reports: A LLM-IR Framework for the TREC 2025 DRAGUN Track","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140317949","doi":"https://doi.org/10.48550/arxiv.2603.23125"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.23125","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23125","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":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.2603.23125","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130558594","display_name":"Ignacy Alwasiak","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alwasiak, Ignacy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130597706","display_name":"Kene Nnolim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nnolim, Kene","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130561314","display_name":"Jaclyn Thi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thi, Jaclyn","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092362852","display_name":"Samy Ateia","orcid":"https://orcid.org/0009-0000-2622-9194"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ateia, Samy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055763601","display_name":"Markus Bink","orcid":"https://orcid.org/0000-0002-3444-0990"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bink, Markus","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071982890","display_name":"Gregor Donabauer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Donabauer, Gregor","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041921674","display_name":"David Elsweiler","orcid":"https://orcid.org/0000-0002-5791-0641"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elsweiler, David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5014534985","display_name":"Udo Kruschwitz","orcid":"https://orcid.org/0000-0002-5503-0341"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kruschwitz, Udo","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/T13274","display_name":"Expert finding and Q&A systems","score":0.2150000035762787,"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"}},"topics":[{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.2150000035762787,"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"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.16670000553131104,"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":0.15139999985694885,"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/trustworthiness","display_name":"Trustworthiness","score":0.8281999826431274},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5940999984741211},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5903000235557556},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5270000100135803},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4803999960422516},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.40290001034736633},{"id":"https://openalex.org/keywords/query-expansion","display_name":"Query expansion","score":0.3912999927997589}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.8281999826431274},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8126000165939331},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5940999984741211},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5906000137329102},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5903000235557556},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5270000100135803},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4803999960422516},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.40290001034736633},{"id":"https://openalex.org/C99016210","wikidata":"https://www.wikidata.org/wiki/Q5488129","display_name":"Query expansion","level":2,"score":0.3912999927997589},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.36959999799728394},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35589998960494995},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3343999981880188},{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.32359999418258667},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3142000138759613},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C2779777834","wikidata":"https://www.wikidata.org/wiki/Q4202277","display_name":"Enforcement","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2727999985218048},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26739999651908875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.23125","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23125","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.23125","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.23125","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":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":{"The":[0],"DRAGUN":[1],"Track":[2],"at":[3],"TREC":[4],"2025":[5],"targets":[6],"the":[7,18,25,69,114,165],"growing":[8],"need":[9],"for":[10,29,143,155],"effective":[11],"support":[12],"tools":[13],"that":[14,118],"help":[15],"users":[16],"evaluate":[17],"trustworthiness":[19,40,94,108,159],"of":[20,164],"online":[21],"news.":[22],"We":[23,145],"describe":[24],"UR_Trecking":[26],"system":[27],"submitted":[28],"both":[30,126],"Task":[31,37,97],"1":[32],"(critical":[33],"question":[34,46],"generation)":[35],"and":[36,55,83,122,128,152,158],"2":[38],"(retrieval-augmented":[39],"reporting).":[41],"Our":[42],"approach":[43],"combines":[44],"LLM-based":[45],"generation":[47],"with":[48,91,110,141],"semantic":[49],"filtering,":[50],"diversity":[51],"enforcement":[52],"using":[53,79,85],"clustering,":[54],"several":[56],"query":[57,120],"expansion":[58,121],"strategies":[59],"(including":[60],"reasoning-based":[61],"Chain-of-Thought":[62,119],"expansion)":[63],"to":[64,132],"retrieve":[65],"relevant":[66],"evidence":[67,100],"from":[68,113],"MS":[70],"MARCO":[71],"V2.1":[72],"segmented":[73],"corpus.":[74],"Retrieved":[75],"documents":[76],"are":[77],"re-ranked":[78],"a":[80,92],"monoT5":[81],"model":[82],"filtered":[84],"an":[86,104],"LLM":[87,105],"relevance":[88,127],"judge":[89],"together":[90],"domain-level":[93],"dataset.":[95],"For":[96],"2,":[98],"selected":[99],"is":[101],"synthesized":[102],"by":[103,147],"into":[106],"concise":[107],"reports":[109],"citations.":[111],"Results":[112],"official":[115],"evaluation":[116],"indicate":[117],"re-ranking":[123],"substantially":[124],"improve":[125],"domain":[129],"trust":[130],"compared":[131],"baseline":[133],"retrieval,":[134],"while":[135],"question-generation":[136],"performance":[137],"shows":[138],"moderate":[139],"quality":[140],"room":[142],"improvement.":[144],"conclude":[146],"outlining":[148],"key":[149],"challenges":[150],"encountered":[151],"suggesting":[153],"directions":[154],"enhancing":[156],"robustness":[157],"assessment":[160],"in":[161],"future":[162],"iterations":[163],"system.":[166]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-26T00:00:00"}