{"id":"https://openalex.org/W3160369148","doi":"https://doi.org/10.1145/3448015","title":"Review Summary Generation in Online Systems: Frameworks for Supervised and Unsupervised Scenarios","display_name":"Review Summary Generation in Online Systems: Frameworks for Supervised and Unsupervised Scenarios","publication_year":2021,"publication_date":"2021-05-13","ids":{"openalex":"https://openalex.org/W3160369148","doi":"https://doi.org/10.1145/3448015","mag":"3160369148"},"language":"en","primary_location":{"id":"doi:10.1145/3448015","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3448015","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3448015","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3448015","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001777600","display_name":"Wenjun Jiang","orcid":"https://orcid.org/0000-0003-4985-7454"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenjun Jiang","raw_affiliation_strings":["Hunan University, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-4985-7454","affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007144092","display_name":"Jing Chen","orcid":"https://orcid.org/0000-0001-7907-3226"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Chen","raw_affiliation_strings":["Hunan University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089152000","display_name":"Xiaofei Ding","orcid":null},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Ding","raw_affiliation_strings":["Hunan University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101721006","display_name":"Jie Wu","orcid":"https://orcid.org/0000-0002-8648-141X"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Wu","raw_affiliation_strings":["Temple University, Philadelphia, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067361308","display_name":"Jiawei He","orcid":"https://orcid.org/0000-0001-6872-3254"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei He","raw_affiliation_strings":["Hunan University, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan University, Changsha, Hunan, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100386726","display_name":"Guojun Wang","orcid":"https://orcid.org/0000-0001-9875-4182"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guojun Wang","raw_affiliation_strings":["Guangzhou University, Guangzhou, Guangdong Province, P. R. China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangzhou University, Guangzhou, Guangdong Province, P. R. China, China","institution_ids":["https://openalex.org/I37987034"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001777600"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":1.8189,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.87662642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"15","issue":"3","first_page":"1","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/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/T11644","display_name":"Spam and Phishing Detection","score":0.9939000010490417,"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/automatic-summarization","display_name":"Automatic summarization","score":0.8903567790985107},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8723931312561035},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.6219780445098877},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.515628457069397},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48944440484046936},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44674432277679443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4452289342880249},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.42970627546310425},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3283742070198059}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8903567790985107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8723931312561035},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.6219780445098877},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.515628457069397},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48944440484046936},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44674432277679443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4452289342880249},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.42970627546310425},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3283742070198059},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3448015","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3448015","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3448015","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3448015","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3448015","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3448015","source":{"id":"https://openalex.org/S131231701","display_name":"ACM Transactions on the Web","issn_l":"1559-1131","issn":["1559-1131","1559-114X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on the Web","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.800000011920929,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1618853538","display_name":null,"funder_award_id":"CNS 1824440, CNS 1828363, CNS 1757533","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1870677159","display_name":null,"funder_award_id":"CNS 1824440","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2257902435","display_name":null,"funder_award_id":"61632009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2295988085","display_name":null,"funder_award_id":"1757533","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2902419814","display_name":null,"funder_award_id":"CNS 1651947","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3104883121","display_name":null,"funder_award_id":"CNS 1824440","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3680189647","display_name":null,"funder_award_id":"CNS 1564128","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4222159114","display_name":null,"funder_award_id":"and CNS 1564128","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4560617403","display_name":null,"funder_award_id":"1824440","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4648373081","display_name":null,"funder_award_id":"1757533","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4720216107","display_name":null,"funder_award_id":"1828363","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4883245419","display_name":null,"funder_award_id":"CNS 1757533","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5242077717","display_name":null,"funder_award_id":"1564128","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5887886331","display_name":null,"funder_award_id":"CNS 1828363","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6086972112","display_name":null,"funder_award_id":"1564128","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6254232842","display_name":null,"funder_award_id":"2017A030308006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6276681991","display_name":null,"funder_award_id":"1618398","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6773432608","display_name":"CAREER: Theory and Algorithms for Efficient Control of Wireless Networks with Jointly  Optimized Performance: High Throughput, Low Delay, and Low Complexity","funder_award_id":"1651947","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7425751022","display_name":null,"funder_award_id":"CNS 1618398","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7755191199","display_name":null,"funder_award_id":"CNS 1828363","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8421463371","display_name":null,"funder_award_id":"CNS 1824440, CNS 1828363","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W193524605","https://openalex.org/W658020064","https://openalex.org/W1498990157","https://openalex.org/W1525595230","https://openalex.org/W1571254868","https://openalex.org/W1680189815","https://openalex.org/W1854214752","https://openalex.org/W1939882552","https://openalex.org/W1959392653","https://openalex.org/W1962684803","https://openalex.org/W1989713378","https://openalex.org/W1995913667","https://openalex.org/W1998257453","https://openalex.org/W2027731328","https://openalex.org/W2067624665","https://openalex.org/W2074975950","https://openalex.org/W2081375810","https://openalex.org/W2081580037","https://openalex.org/W2104456647","https://openalex.org/W2105200992","https://openalex.org/W2115613106","https://openalex.org/W2130942839","https://openalex.org/W2133459682","https://openalex.org/W2148374900","https://openalex.org/W2154652894","https://openalex.org/W2160660844","https://openalex.org/W2187851006","https://openalex.org/W2248676660","https://openalex.org/W2250864115","https://openalex.org/W2253519362","https://openalex.org/W2335163676","https://openalex.org/W2396967885","https://openalex.org/W2489487449","https://openalex.org/W2576615310","https://openalex.org/W2612649659","https://openalex.org/W2620949368","https://openalex.org/W2740656274","https://openalex.org/W2741252866","https://openalex.org/W2741438349","https://openalex.org/W2752172973","https://openalex.org/W2752461112","https://openalex.org/W2757016771","https://openalex.org/W2769436106","https://openalex.org/W2888507208","https://openalex.org/W2896334556","https://openalex.org/W2905199285","https://openalex.org/W2912512851","https://openalex.org/W2924695220","https://openalex.org/W2951527505","https://openalex.org/W2955471745","https://openalex.org/W2962965405","https://openalex.org/W2963721761","https://openalex.org/W2964165364","https://openalex.org/W2983771799","https://openalex.org/W2984626257","https://openalex.org/W3034352114","https://openalex.org/W3035043191","https://openalex.org/W3035576805","https://openalex.org/W3067946886","https://openalex.org/W3099190990","https://openalex.org/W3101913037","https://openalex.org/W3118655244","https://openalex.org/W3152937310","https://openalex.org/W3155244505","https://openalex.org/W3158907905","https://openalex.org/W3189228887","https://openalex.org/W4301031759","https://openalex.org/W6639055396"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W1517524280","https://openalex.org/W4323520239","https://openalex.org/W4389760904","https://openalex.org/W402673672"],"abstract_inverted_index":{"In":[0,45],"online":[1],"systems,":[2],"including":[3],"e-commerce":[4],"platforms,":[5],"many":[6,29],"users":[7],"resort":[8],"to":[9,26,51,136,154,173],"the":[10,94,103,121,126,139,156,164,211],"reviews":[11],"or":[12],"comments":[13],"generated":[14],"by":[15,68],"previous":[16],"consumers":[17],"for":[18],"decision":[19],"making,":[20],"while":[21,102,159],"their":[22],"time":[23],"is":[24,43],"limited":[25],"deal":[27,86,112,137],"with":[28,87,113,138,177],"reviews.":[30,166],"Therefore,":[31],"a":[32,53,58],"review":[33,55,175,196,207],"summary,":[34],"which":[35,71],"contains":[36],"all":[37],"important":[38,157],"features":[39],"in":[40,163,183,198,206],"user-generated":[41,62],"reviews,":[42],"expected.":[44],"this":[46],"article,":[47],"we":[48,129],"study":[49],"\u201chow":[50],"generate":[52,97,174],"comprehensive":[54,131],"summary":[56,208],"from":[57],"large":[59],"number":[60],"of":[61,76,82,150],"reviews.\u201d":[63],"This":[64],"can":[65,85,105,110,169],"be":[66,170],"implemented":[67],"text":[69,178],"summarization,":[70],"mainly":[72],"has":[73],"two":[74,146],"types":[75],"extractive":[77],"and":[78,90,99,141,152,192,213],"abstractive":[79],"approaches.":[80],"Both":[81],"these":[83],"approaches":[84,118],"both":[88,117],"supervised":[89,140],"unsupervised":[91,142],"scenarios,":[92],"but":[93,108],"former":[95],"may":[96,119],"redundant":[98],"incoherent":[100],"summaries,":[101],"latter":[104],"avoid":[106],"redundancy":[107],"usually":[109],"only":[111],"short":[114],"sequences.":[115],"Moreover,":[116,210],"neglect":[120],"sentiment":[122,162],"information.":[123],"To":[124],"address":[125],"above":[127],"issues,":[128],"propose":[130],"Review":[132],"Summary":[133],"Generation":[134],"frameworks":[135],"scenarios.":[143],"We":[144],"design":[145],"different":[147,217],"preprocess":[148],"models":[149,215],"re-ranking":[151,212],"selecting":[153,214],"identify":[155],"sentences":[158,168],"keeping":[160],"users\u2019":[161],"original":[165],"These":[167],"further":[171],"used":[172],"summaries":[176],"summarization":[179],"methods.":[180],"Experimental":[181],"results":[182],"seven":[184],"real-world":[185],"datasets":[186,197],"(Idebate,":[187],"Rotten":[188],"Tomatoes":[189],"Amazon,":[190],"Yelp,":[191],"three":[193],"unlabelled":[194],"product":[195],"Amazon)":[199],"demonstrate":[200],"that":[201],"our":[202],"work":[203],"performs":[204],"well":[205],"generation.":[209],"show":[216],"characteristics.":[218]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}