{"id":"https://openalex.org/W7152425143","doi":"https://doi.org/10.1145/3774904.3792795","title":"<scp>VeritasFi</scp> : An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering","display_name":"<scp>VeritasFi</scp> : An Adaptable, Multi-tiered RAG Framework for Multi-modal Financial Question Answering","publication_year":2026,"publication_date":"2026-04-09","ids":{"openalex":"https://openalex.org/W7152425143","doi":"https://doi.org/10.1145/3774904.3792795"},"language":null,"primary_location":{"id":"doi:10.1145/3774904.3792795","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792795","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 ACM Web Conference 2026","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3774904.3792795","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120301363","display_name":"Zhenghan Tai","orcid":"https://orcid.org/0009-0003-3896-5131"},"institutions":[{"id":"https://openalex.org/I113311689","display_name":"Simplot (United States)","ror":"https://ror.org/01wg5gq86","country_code":"US","type":"company","lineage":["https://openalex.org/I113311689"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhenghan Tai","raw_affiliation_strings":["SimpleWay.AI, Toronto, Canada"],"raw_orcid":"https://orcid.org/0009-0003-3896-5131","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Toronto, Canada","institution_ids":["https://openalex.org/I113311689"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133106862","display_name":"Hanwei Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210093389","display_name":"Hamilton Regional Laboratory Medicine Program","ror":"https://ror.org/00epxwq78","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210093389"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hanwei Wu","raw_affiliation_strings":["SimpleWay.AI, Hamilton, Canada"],"raw_orcid":"https://orcid.org/0009-0009-2915-9385","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Hamilton, Canada","institution_ids":["https://openalex.org/I4210093389"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qingchen Hu","orcid":"https://orcid.org/0009-0000-9008-6757"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qingchen Hu","raw_affiliation_strings":["SimpleWay.AI, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0000-9008-6757","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Montreal, Canada","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301362","display_name":"Jijun Chi","orcid":"https://orcid.org/0009-0002-0057-9174"},"institutions":[{"id":"https://openalex.org/I113311689","display_name":"Simplot (United States)","ror":"https://ror.org/01wg5gq86","country_code":"US","type":"company","lineage":["https://openalex.org/I113311689"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jijun Chi","raw_affiliation_strings":["SimpleWay.AI, Toronto, Canada"],"raw_orcid":"https://orcid.org/0009-0002-0057-9174","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Toronto, Canada","institution_ids":["https://openalex.org/I113311689"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301365","display_name":"Hailin He","orcid":"https://orcid.org/0009-0002-5825-3089"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hailin He","raw_affiliation_strings":["SimpleWay.AI, Chengdu, China"],"raw_orcid":"https://orcid.org/0009-0002-5825-3089","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Chengdu, China","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102014826","display_name":"Lei Ding","orcid":"https://orcid.org/0000-0002-9749-6641"},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Lei Ding","raw_affiliation_strings":["University of Manitoba, Winnipeg, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9749-6641","affiliations":[{"raw_affiliation_string":"University of Manitoba, Winnipeg, Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301364","display_name":"Tung Sum Thomas Kwok","orcid":"https://orcid.org/0009-0005-1499-9315"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tung Sum Thomas Kwok","raw_affiliation_strings":["SimpleWay.AI, Los Angeles, USA"],"raw_orcid":"https://orcid.org/0009-0005-1499-9315","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Los Angeles, USA","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133269845","display_name":"Bohuai Xiao","orcid":"https://orcid.org/0009-0005-5043-4848"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bohuai Xiao","raw_affiliation_strings":["SimpleWay.AI, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0005-5043-4848","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Shenzhen, China","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301367","display_name":"Yuchen Hua","orcid":"https://orcid.org/0009-0002-4214-3344"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuchen Hua","raw_affiliation_strings":["SimpleWay.AI, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0002-4214-3344","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Montreal, Canada","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301358","display_name":"Suyucheng Wang","orcid":"https://orcid.org/0000-0003-0404-2921"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Suyuchen Wang","raw_affiliation_strings":["Mila \u2013 Quebec AI Institute, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0404-2921","affiliations":[{"raw_affiliation_string":"Mila \u2013 Quebec AI Institute, Montreal, Canada","institution_ids":["https://openalex.org/I4210164802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065436799","display_name":"Peng Lu","orcid":"https://orcid.org/0000-0003-2936-1400"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Peng Lu","raw_affiliation_strings":["University of Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0003-2936-1400","affiliations":[{"raw_affiliation_string":"University of Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102542050","display_name":"Muzhi Li","orcid":"https://orcid.org/0009-0008-1331-3061"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Muzhi Li","raw_affiliation_strings":["The Chinese University of Hong Kong, Sha Tin, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0008-1331-3061","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, Sha Tin, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100531973","display_name":"Yihong Wu","orcid":"https://orcid.org/0009-0009-2680-4107"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yihong Wu","raw_affiliation_strings":["University of Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0009-2680-4107","affiliations":[{"raw_affiliation_string":"University of Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049275137","display_name":"Liheng Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Liheng Ma","raw_affiliation_strings":["Mila \u2013 Quebec AI Institute, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0005-8340-4813","affiliations":[{"raw_affiliation_string":"Mila \u2013 Quebec AI Institute, Montreal, Canada","institution_ids":["https://openalex.org/I4210164802"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jerry Huang","orcid":"https://orcid.org/0000-0002-1627-3316"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jerry Huang","raw_affiliation_strings":["Mila \u2013 Quebec AI Institute, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1627-3316","affiliations":[{"raw_affiliation_string":"Mila \u2013 Quebec AI Institute, Montreal, Canada","institution_ids":["https://openalex.org/I4210164802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133286893","display_name":"Jiayi Zhang","orcid":"https://orcid.org/0009-0007-3662-5773"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiayi Zhang","raw_affiliation_strings":["Hong Kong University of Science and Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-3662-5773","affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133269946","display_name":"Gonghao Zhang","orcid":"https://orcid.org/0009-0009-5531-908X"},"institutions":[{"id":"https://openalex.org/I4210162306","display_name":"Hong Kong Footwear Federation","ror":"https://ror.org/05wany963","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210162306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gonghao Zhang","raw_affiliation_strings":["Flab, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0009-5531-908X","affiliations":[{"raw_affiliation_string":"Flab, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I4210162306"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chaolong Jiang","orcid":"https://orcid.org/0009-0000-3025-1693"},"institutions":[{"id":"https://openalex.org/I190533189","display_name":"Amway (United States)","ror":"https://ror.org/0255w3r50","country_code":"US","type":"company","lineage":["https://openalex.org/I190533189"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chaolong Jiang","raw_affiliation_strings":["SimpleWay.AI, Chengdu, China"],"raw_orcid":"https://orcid.org/0009-0000-3025-1693","affiliations":[{"raw_affiliation_string":"SimpleWay.AI, Chengdu, China","institution_ids":["https://openalex.org/I190533189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301360","display_name":"Jingrui Tian","orcid":"https://orcid.org/0009-0005-4217-4177"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingrui Tian","raw_affiliation_strings":["University of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0009-0005-4217-4177","affiliations":[{"raw_affiliation_string":"University of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004842153","display_name":"Sicheng Lyu","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sicheng Lyu","raw_affiliation_strings":["McGill University, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0007-3057-1719","affiliations":[{"raw_affiliation_string":"McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112607287","display_name":"Zeyu Li","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zeyu Li","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0009-0000-9257-0905","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133244277","display_name":"Boyu Han","orcid":"https://orcid.org/0009-0002-6240-322X"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Boyu Han","raw_affiliation_strings":["Stanford University, Stanford, USA"],"raw_orcid":"https://orcid.org/0009-0002-6240-322X","affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048033573","display_name":"Fengran Mo","orcid":"https://orcid.org/0000-0002-0838-6994"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fengran Mo","raw_affiliation_strings":["University of Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0838-6994","affiliations":[{"raw_affiliation_string":"University of Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133267892","display_name":"Xinyue Yu","orcid":"https://orcid.org/0009-0007-4048-1637"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xinyue Yu","raw_affiliation_strings":["University of Montreal, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0007-4048-1637","affiliations":[{"raw_affiliation_string":"University of Montreal, Montreal, Canada","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100308531","display_name":"Yufei Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yufei Cui","raw_affiliation_strings":["McGill University, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9663-0079","affiliations":[{"raw_affiliation_string":"McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120301361","display_name":"Ling Zhou","orcid":"https://orcid.org/0009-0006-7548-0899"},"institutions":[{"id":"https://openalex.org/I4210106084","display_name":"Matrix Engineering (United States)","ror":"https://ror.org/01ktbtm29","country_code":"US","type":"company","lineage":["https://openalex.org/I4210106084"]},{"id":"https://openalex.org/I4210158408","display_name":"Matrix Research (United States)","ror":"https://ror.org/04mw0p229","country_code":"US","type":"company","lineage":["https://openalex.org/I4210158408"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ling Zhou","raw_affiliation_strings":["CG Matrix Technology Limited, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0006-7548-0899","affiliations":[{"raw_affiliation_string":"CG Matrix Technology Limited, Shanghai, China","institution_ids":["https://openalex.org/I4210158408","https://openalex.org/I4210106084"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xinyu Wang","orcid":"https://orcid.org/0009-0004-0521-2077"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xinyu Wang","raw_affiliation_strings":["McGill University, Montreal, Canada"],"raw_orcid":"https://orcid.org/0009-0004-0521-2077","affiliations":[{"raw_affiliation_string":"McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":27,"corresponding_author_ids":["https://openalex.org/A5120301363"],"corresponding_institution_ids":["https://openalex.org/I113311689"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78501603,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7757","last_page":"7768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.6399000287055969,"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":0.6399000287055969,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.06560000032186508,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12031","display_name":"Speech and dialogue systems","score":0.040699999779462814,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.3043000102043152},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.2928999960422516},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.28690001368522644},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.28369998931884766}],"concepts":[{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4715999960899353},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.4526999890804291},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3285999894142151},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.3043000102043152},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C162118730","wikidata":"https://www.wikidata.org/wiki/Q1128453","display_name":"Actuarial science","level":1,"score":0.29019999504089355},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2540000081062317},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3774904.3792795","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792795","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 ACM Web Conference 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3774904.3792795","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3774904.3792795","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 ACM Web Conference 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2063154050","https://openalex.org/W2089167338","https://openalex.org/W2911489562","https://openalex.org/W3036320503","https://openalex.org/W3046375318","https://openalex.org/W3099700870","https://openalex.org/W3204112174","https://openalex.org/W4385573185","https://openalex.org/W4402670856","https://openalex.org/W4404534210","https://openalex.org/W4404783511","https://openalex.org/W4410637036","https://openalex.org/W4416034797","https://openalex.org/W4416035846","https://openalex.org/W4416036900"],"related_works":[],"abstract_inverted_index":{"Retrieval-Augmented":[0],"Generation":[1],"(RAG)":[2],"is":[3,218],"becoming":[4],"increasingly":[5],"essential":[6],"for":[7,86,144,158,179,207],"Question":[8],"Answering":[9],"(QA)":[10],"in":[11,55,121],"the":[12,159,195],"financial":[13,29,92,200],"sector,":[14],"where":[15],"accurate":[16],"and":[17,48,50,139,151,197,210],"contextually":[18],"grounded":[19],"insights":[20],"from":[21],"complex":[22],"public":[23],"disclosures":[24],"are":[25],"crucial.":[26],"However,":[27],"existing":[28],"RAG":[30,72,201],"systems":[31],"face":[32],"two":[33],"significant":[34],"challenges:":[35],"(1)":[36,98],"they":[37,52],"struggle":[38],"to":[39],"process":[40],"heterogeneous":[41,106],"data":[42,107,134,178],"formats,":[43],"such":[44],"as":[45],"text,":[46],"tables,":[47],"figures;":[49],"(2)":[51,113],"encounter":[53],"difficulties":[54],"balancing":[56],"general-domain":[57,209],"applicability":[58],"with":[59],"company-specific":[60,177,211],"adaptation.":[61],"To":[62],"overcome":[63],"these":[64],"challenges,":[65],"we":[66],"present":[67],"VeritasFi,":[68],"an":[69,140],"innovative":[70],"hybrid":[71,116],"framework":[73,191],"that":[74,103,119,192],"incorporates":[75],"a":[76,81,109,128,165,189,204],"multi-modal":[77,100],"preprocessing":[78,101],"pipeline":[79,102],"alongside":[80],"cutting-edge":[82],"two-stage":[83,155],"training":[84,156],"strategy":[85,157],"its":[87],"re-ranking":[88],"component.":[89],"VeritasFi":[90,187],"enhances":[91,194],"QA":[93,212],"through":[94,136],"three":[95],"key":[96],"innovations:":[97],"A":[99,114,154],"seamlessly":[104],"transforms":[105],"into":[108],"coherent,":[110],"machine-readable":[111],"format.":[112],"tripartite":[115],"retrieval":[117,126],"engine":[118],"operates":[120],"parallel,":[122],"combining":[123],"deep":[124],"multi-path":[125],"over":[127],"semantically":[129],"indexed":[130],"document":[131,160],"corpus,":[132],"real-time":[133],"acquisition":[135],"tool":[137],"utilization,":[138],"expert-curated":[141],"memory":[142],"bank":[143],"high-frequency":[145],"questions,":[146],"ensuring":[147],"comprehensive":[148],"scope,":[149],"accuracy,":[150],"efficiency.":[152],"(3)":[153],"re-ranker,":[161],"which":[162],"initially":[163],"constructs":[164],"general,":[166],"domain-specific":[167],"model":[168],"using":[169],"anonymized":[170],"data,":[171],"followed":[172],"by":[173],"rapid":[174],"fine-tuning":[175],"on":[176],"targeted":[180],"applications.":[181],"By":[182],"integrating":[183],"our":[184],"proposed":[185],"designs,":[186],"presents":[188],"novel":[190],"greatly":[193],"adaptability":[196],"robustness":[198],"of":[199],"systems,":[202],"providing":[203],"scalable":[205],"solution":[206],"both":[208],"tasks.":[213],"Code":[214],"accompanying":[215],"this":[216],"work":[217],"available":[219],"at":[220],"https://github.com/simplew4y/VeritasFi.git.":[221]},"counts_by_year":[],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2026-04-10T00:00:00"}