{"id":"https://openalex.org/W4406459082","doi":"https://doi.org/10.1109/bigdata62323.2024.10826032","title":"Evaluating Text Summarization Techniques and Factual Consistency with Language Models","display_name":"Evaluating Text Summarization Techniques and Factual Consistency with Language Models","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406459082","doi":"https://doi.org/10.1109/bigdata62323.2024.10826032"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10826032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.aalto.fi/en/publications/6a053195-1ef8-4228-b5ff-17bd3e62fea2","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100769040","display_name":"Md. Moinul Islam","orcid":"https://orcid.org/0000-0003-0233-6811"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Md Moinul Islam","raw_affiliation_strings":["University of Oulu,Center for Machine Vision and Signal Analysis,Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oulu,Center for Machine Vision and Signal Analysis,Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645878","display_name":"Usman Muhammad","orcid":"https://orcid.org/0000-0001-7191-0245"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Usman Muhammad","raw_affiliation_strings":["Aalto University,Department of Computer Science,Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalto University,Department of Computer Science,Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113779716","display_name":"Mourad Oussalah","orcid":null},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mourad Oussalah","raw_affiliation_strings":["University of Oulu,Center for Machine Vision and Signal Analysis,Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oulu,Center for Machine Vision and Signal Analysis,Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"116","last_page":"122"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":1.0,"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":1.0,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9997000098228455,"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/T11719","display_name":"Data Quality and Management","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.9358197450637817},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7725595235824585},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.7505000829696655},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.645824134349823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48555228114128113},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.47344347834587097}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9358197450637817},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7725595235824585},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.7505000829696655},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.645824134349823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48555228114128113},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.47344347834587097}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10826032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/134507","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/6a053195-1ef8-4228-b5ff-17bd3e62fea2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/134507","is_oa":true,"landing_page_url":"https://research.aalto.fi/en/publications/6a053195-1ef8-4228-b5ff-17bd3e62fea2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401662","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W128638292","https://openalex.org/W2081056190","https://openalex.org/W2129250947","https://openalex.org/W2154652894","https://openalex.org/W2904790185","https://openalex.org/W2936695845","https://openalex.org/W2990138404","https://openalex.org/W2996264288","https://openalex.org/W3106234277","https://openalex.org/W3183859557","https://openalex.org/W4205480693","https://openalex.org/W4224329249","https://openalex.org/W4288089799","https://openalex.org/W4292779060","https://openalex.org/W4322718191","https://openalex.org/W4360891289","https://openalex.org/W4361230777","https://openalex.org/W4361289889","https://openalex.org/W4380353763","https://openalex.org/W4385572316","https://openalex.org/W4385572377","https://openalex.org/W4387428151","https://openalex.org/W4387725294","https://openalex.org/W4389519598","https://openalex.org/W4399489935","https://openalex.org/W4399986699","https://openalex.org/W4401043600","https://openalex.org/W4402351822","https://openalex.org/W6682631176","https://openalex.org/W6761205521","https://openalex.org/W6769627184","https://openalex.org/W6771915120","https://openalex.org/W6778883912","https://openalex.org/W6794951839","https://openalex.org/W6797816506","https://openalex.org/W6850625674","https://openalex.org/W6850668563","https://openalex.org/W6850833769","https://openalex.org/W6852874933","https://openalex.org/W6856645051","https://openalex.org/W6857673048","https://openalex.org/W6862396702","https://openalex.org/W6870655518","https://openalex.org/W6898505805"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W4389760904","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W3134559341","https://openalex.org/W4385570385","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Standard":[0],"evaluation":[1,143],"of":[2,43,53,62,137,149,170,183,194],"automated":[3],"text":[4,153],"summarization":[5,131],"(ATS)":[6],"methods":[7],"relies":[8],"on":[9,130],"manually":[10],"crafted":[11],"golden":[12],"summaries.":[13,37,196],"With":[14],"the":[15,41,51,83,127,135,147,159,162,171,181,191],"advances":[16],"in":[17,48,106,115,120,152],"Large":[18],"Language":[19],"Models":[20],"(LLMs),":[21],"it":[22],"is":[23],"legitimate":[24],"to":[25,189],"question":[26],"whether":[27],"these":[28],"models":[29,46],"can":[30],"now":[31],"potentially":[32],"complement":[33],"or":[34],"replace":[35],"human-crafted":[36],"This":[38],"study":[39],"examines":[40],"effectiveness":[42],"several":[44],"language":[45],"(LMs)":[47],"specifically":[49],"addressing":[50],"issue":[52],"preserving":[54],"factual":[55,90,117,150,177,192],"consistency.":[56],"By":[57],"conducting":[58],"a":[59,167],"thorough":[60],"assessment":[61,169],"various":[63],"conventional":[64],"and":[65,75,89,101,109,133,141,176,187],"state-of-the-art":[66],"performance":[67],"metrics,":[68],"such":[69,98],"as":[70,99],"ROUGE,":[71],"BLEU,":[72],"BERTScore,":[73],"FActScore,":[74],"LongDocFACTScore":[76],"across":[77],"diverse":[78],"datasets,":[79],"our":[80],"findings":[81,93,160],"highlight":[82],"important":[84],"relationship":[85],"between":[86,173],"linguistic":[87,174],"eloquence":[88],"accuracy.":[91],"The":[92],"suggest":[94],"that":[95,145],"whereas":[96],"LLMs,":[97],"GPT":[100],"LLaMA,":[102],"demonstrate":[103],"considerable":[104],"competence":[105],"producing":[107],"concise":[108],"contextually-aware":[110],"summaries,":[111],"there":[112],"remain":[113],"difficulties":[114],"ensuring":[116],"accuracy,":[118],"particularly":[119],"domain-specific":[121],"situations.":[122],"Moreover,":[123],"this":[124],"work":[125],"enhances":[126],"existing":[128],"knowledge":[129],"dynamics":[132],"highlights":[134],"need":[136],"developing":[138],"more":[139],"reliable":[140],"tailored":[142],"techniques":[144],"minimize":[146],"probability":[148],"errors":[151],"generated":[154],"by":[155,165],"ATS.":[156],"In":[157],"particular,":[158],"advance":[161],"current":[163,184],"domain":[164],"providing":[166],"rigorous":[168],"balance":[172],"fluency":[175],"correct-":[178],"ness,":[179],"highlighting":[180],"limitations":[182],"ATS":[185],"frameworks":[186],"metrics":[188],"enhance":[190],"reliability":[193],"LM-generated":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}