{"id":"https://openalex.org/W4410636510","doi":"https://doi.org/10.1145/3701716.3717531","title":"Beyond Retrieval: Generating Narratives in Conversational Recommender Systems","display_name":"Beyond Retrieval: Generating Narratives in Conversational Recommender Systems","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636510","doi":"https://doi.org/10.1145/3701716.3717531"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3717531","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717531","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717531","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717531","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043938227","display_name":"Krishna Sayana","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Krishna Sayana","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0001-6138-0874","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114106630","display_name":"Raghavendra Vasudeva","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raghavendra Vasudeva","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0003-8555-1935","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010564768","display_name":"Yuri Vasilevski","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuri Vasilevski","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0008-8863-373X","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049979952","display_name":"Su Kun","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kun Su","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0004-8112-9419","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077331446","display_name":"Liam Hebert","orcid":"https://orcid.org/0000-0002-8990-1520"},"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":"Liam Hebert","raw_affiliation_strings":["University of Waterloo, Waterloo, Ontario, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8990-1520","affiliations":[{"raw_affiliation_string":"University of Waterloo, Waterloo, Ontario, Canada","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001497054","display_name":"J. Pine","orcid":"https://orcid.org/0009-0006-9517-2906"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Pine","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0006-9517-2906","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053177562","display_name":"Hubert Pham","orcid":"https://orcid.org/0009-0002-7216-6301"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hubert Pham","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0002-7216-6301","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043510378","display_name":"Ambarish Jash","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ambarish Jash","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0004-7808-9591","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069902135","display_name":"Sukhdeep Sodhi","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sukhdeep Sodhi","raw_affiliation_strings":["Google Research, Mountain View, CA, USA"],"raw_orcid":"https://orcid.org/0009-0007-3252-4895","affiliations":[{"raw_affiliation_string":"Google Research, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2411","last_page":"2420"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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":0.9998000264167786,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9994000196456909,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9944000244140625,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8448330760002136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7992719411849976},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.737409234046936},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6382255554199219},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4186781048774719},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4068465828895569},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3448147773742676},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.324840247631073},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.11311277747154236}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8448330760002136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7992719411849976},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.737409234046936},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6382255554199219},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4186781048774719},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4068465828895569},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3448147773742676},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.324840247631073},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.11311277747154236},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3717531","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717531","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717531","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3701716.3717531","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717531","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717531","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636510.pdf","grobid_xml":"https://content.openalex.org/works/W4410636510.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2054141820","https://openalex.org/W2069065514","https://openalex.org/W2101409192","https://openalex.org/W2295739661","https://openalex.org/W2891177506","https://openalex.org/W2913077324","https://openalex.org/W2963918774","https://openalex.org/W2970641574","https://openalex.org/W3027879771","https://openalex.org/W3034503922","https://openalex.org/W3088777230","https://openalex.org/W3156636935","https://openalex.org/W4205807230","https://openalex.org/W4224307896","https://openalex.org/W4239019441","https://openalex.org/W4292408570","https://openalex.org/W4297794619","https://openalex.org/W4385571232","https://openalex.org/W4401863553","https://openalex.org/W4401863964","https://openalex.org/W4403222563","https://openalex.org/W4410636350"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4288390103","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"shown":[5],"remarkable":[6],"progress":[7],"in":[8,14,49],"generating":[9],"human-quality":[10],"text":[11],"and":[12,34],"engaging":[13,33],"complex":[15],"reasoning.":[16],"This":[17,52],"presents":[18],"a":[19],"unique":[20],"opportunity":[21],"to":[22,30],"revolutionize":[23],"conversational":[24],"recommender":[25],"systems":[26],"by":[27,57],"enabling":[28],"them":[29],"generate":[31],"rich,":[32],"personalized":[35],"narratives":[36],"that":[37],"go":[38],"beyond":[39],"recommendations.":[40],"However,":[41],"the":[42],"lack":[43],"of":[44],"suitable":[45],"datasets":[46],"limits":[47],"research":[48],"this":[50,55],"area.":[51],"paper":[53],"addresses":[54],"challenge":[56],"making":[58],"two":[59],"key":[60],"contributions.":[61]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
