{"id":"https://openalex.org/W4412887694","doi":"https://doi.org/10.18653/v1/2025.findings-acl.1170","title":"Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison","display_name":"Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412887694","doi":"https://doi.org/10.18653/v1/2025.findings-acl.1170"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.1170","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1170","pdf_url":"https://aclanthology.org/2025.findings-acl.1170.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-acl.1170.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116335840","display_name":"George-Kirollos Saad","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"George-Kirollos Saad","raw_affiliation_strings":["University of Toronto Toronto , Ontario , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Toronto Toronto , Ontario , Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028174137","display_name":"Scott Sanner","orcid":"https://orcid.org/0000-0001-7984-8394"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Scott Sanner","raw_affiliation_strings":["University of Toronto Toronto , Ontario , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Toronto Toronto , Ontario , Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I185261750"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"22765","last_page":"22782"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9918000102043152,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9889000058174133,"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/automatic-summarization","display_name":"Automatic summarization","score":0.8811119198799133},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7362332344055176},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4678999185562134},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4213674068450928}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8811119198799133},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7362332344055176},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4678999185562134},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4213674068450928}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.1170","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1170","pdf_url":"https://aclanthology.org/2025.findings-acl.1170.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.1170","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.1170","pdf_url":"https://aclanthology.org/2025.findings-acl.1170.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412887694.pdf","grobid_xml":"https://content.openalex.org/works/W4412887694.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","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/W2351187795"],"abstract_inverted_index":{"Query-driven":[0],"recommendation":[1],"with":[2],"unknown":[3],"items":[4,14],"poses":[5],"a":[6,24,61,81,121],"challenge":[7],"for":[8,17,91,128],"users":[9],"to":[10,27,36,70,80],"understand":[11],"why":[12],"certain":[13],"are":[15],"appropriate":[16],"their":[18],"needs.Query-driven":[19],"Contrastive":[20],"Summarization":[21],"(QCS)":[22],"is":[23],"methodology":[25,127],"designed":[26],"address":[28],"this":[29,52],"issue":[30],"by":[31],"leveraging":[32],"languagebased":[33],"item":[34,77],"descriptions":[35],"clarify":[37],"contrasts":[38],"between":[39],"them.However,":[40],"existing":[41,112],"state-of-theart":[42],"contrastive":[43,74,98,116],"summarization":[44,117],"methods":[45,113],"such":[46],"as":[47,88],"STRUM-LLM":[48,65],"fall":[49],"short":[50],"of":[51,64,76],"goal.To":[53],"overcome":[54],"these":[55],"limitations,":[56],"we":[57],"introduce":[58],"Q-STRUM":[59,94,105],"Debate,":[60],"novel":[62,122],"extension":[63],"that":[66,104],"employs":[67],"debate-style":[68],"prompting":[69,126],"generate":[71],"focused":[72],"and":[73,123],"summarizations":[75],"aspects":[78],"relevant":[79],"query.Leveraging":[82],"modern":[83],"large":[84],"language":[85],"models":[86],"(LLMs)":[87],"powerful":[89],"tools":[90],"generating":[92],"debates,":[93],"Debate":[95,106],"provides":[96],"enhanced":[97],"summaries.Experiments":[99],"across":[100],"three":[101],"datasets":[102],"demonstrate":[103],"yields":[107],"significant":[108],"performance":[109],"improvements":[110],"over":[111],"on":[114],"key":[115],"criteria,":[118],"thus":[119],"introducing":[120],"performant":[124],"debate":[125],"QCS.":[129]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}