{"id":"https://openalex.org/W4411236083","doi":"https://doi.org/10.1145/3744644","title":"LLM-Cure: LLM-Based Competitor User Review Analysis for Feature Enhancement","display_name":"LLM-Cure: LLM-Based Competitor User Review Analysis for Feature Enhancement","publication_year":2025,"publication_date":"2025-06-12","ids":{"openalex":"https://openalex.org/W4411236083","doi":"https://doi.org/10.1145/3744644"},"language":"en","primary_location":{"id":"doi:10.1145/3744644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3744644","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"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 Software Engineering and Methodology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009879303","display_name":"Maram Assi","orcid":"https://orcid.org/0000-0003-1274-7550"},"institutions":[{"id":"https://openalex.org/I159129438","display_name":"Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al","ror":"https://ror.org/002rjbv21","country_code":"CA","type":"education","lineage":["https://openalex.org/I159129438","https://openalex.org/I49663120"]},{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Maram Assi","raw_affiliation_strings":["Department of Computer Science, Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al, Montr\u00e9al, Qu\u00e9bec, Canada","Queen\u2019s University, Canada"],"raw_orcid":"https://orcid.org/0000-0003-1274-7550","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al, Montr\u00e9al, Qu\u00e9bec, Canada","institution_ids":["https://openalex.org/I159129438"]},{"raw_affiliation_string":"Queen\u2019s University, Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022060601","display_name":"Safwat Hassan","orcid":"https://orcid.org/0000-0001-7090-0475"},"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":"Safwat Hassan","raw_affiliation_strings":["Faculty of Information, University of Toronto, Toronto, Ontario, Canada","University of Toronto, Canada"],"raw_orcid":"https://orcid.org/0000-0001-7090-0475","affiliations":[{"raw_affiliation_string":"Faculty of Information, University of Toronto, Toronto, Ontario, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"University of Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101468895","display_name":"Ying Zou","orcid":"https://orcid.org/0000-0002-5335-0261"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ying Zou","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Queen\u2019s University, Kingston, Ontario, Canada","Queen\u2019s University, Canada"],"raw_orcid":"https://orcid.org/0000-0002-5335-0261","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Queen\u2019s University, Kingston, Ontario, Canada","institution_ids":["https://openalex.org/I204722609"]},{"raw_affiliation_string":"Queen\u2019s University, Canada","institution_ids":["https://openalex.org/I204722609"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.7939,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97371964,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"35","issue":"4","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9969000220298767,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9969000220298767,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9933000206947327,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9909999966621399,"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/computer-science","display_name":"Computer science","score":0.8096460103988647},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.56248939037323},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3201654553413391}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8096460103988647},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.56248939037323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3201654553413391},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3744644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3744644","pdf_url":null,"source":{"id":"https://openalex.org/S142627899","display_name":"ACM Transactions on Software Engineering and Methodology","issn_l":"1049-331X","issn":["1049-331X","1557-7392"],"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 Software Engineering and Methodology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1916584426","https://openalex.org/W2053154970","https://openalex.org/W2069442545","https://openalex.org/W2085465189","https://openalex.org/W2531638282","https://openalex.org/W2548737725","https://openalex.org/W2754222522","https://openalex.org/W2761329858","https://openalex.org/W2911025356","https://openalex.org/W2955864041","https://openalex.org/W2968904996","https://openalex.org/W2978849696","https://openalex.org/W2998704965","https://openalex.org/W3007479145","https://openalex.org/W3016278544","https://openalex.org/W3193450745","https://openalex.org/W4239249613","https://openalex.org/W4284679442","https://openalex.org/W4284989690","https://openalex.org/W4285678638","https://openalex.org/W4286530317","https://openalex.org/W4298191756","https://openalex.org/W4301393026","https://openalex.org/W4312325121","https://openalex.org/W4312741901","https://openalex.org/W4366825753","https://openalex.org/W4389988752","https://openalex.org/W4391071102","https://openalex.org/W4391183937","https://openalex.org/W4394995597","https://openalex.org/W4401042286","https://openalex.org/W4402665833","https://openalex.org/W4404782964","https://openalex.org/W4409055770","https://openalex.org/W6744199676"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"exponential":[1],"growth":[2],"of":[3,11,28,57,81,181,238,250,252,255],"the":[4,9,26,54,74,79,164,172,193,228,231,236,241,253,256],"mobile":[5,30,125,243],"app":[6,126],"market":[7],"underscores":[8],"importance":[10],"constant":[12],"innovation":[13],"and":[14,46,133,155,166,210],"rapid":[15],"response":[16],"to":[17,25,48,84,88,120,163,171,199,203,219],"user":[18,21,37,41,58,148,224],"demands.":[19],"As":[20],"satisfaction":[22],"is":[23],"paramount":[24],"success":[27],"a":[29,100,144,147,247],"application":[31],"(app),":[32],"developers":[33],"typically":[34],"rely":[35],"on":[36,178],"reviews,":[38,77],"which":[39],"represent":[40],"feedback":[42],"that":[43,189,234],"includes":[44],"ratings":[45],"comments":[47],"identify":[49],"areas":[50],"for":[51,91,109,124,222,262],"improvement.":[52],"However,":[53],"sheer":[55],"volume":[56],"reviews":[59,137,158,180,200],"poses":[60],"challenges":[61],"in":[62,146,159,196,205,208,212,240],"manual":[63],"analysis,":[64],"necessitating":[65],"automated":[66,69],"approaches.":[67],"Existing":[68],"approaches":[70,195],"either":[71],"analyze":[72],"only":[73],"target":[75,173,242],"app\u2019s":[76],"neglecting":[78],"comparison":[80],"similar":[82],"features":[83,135,198,239],"competitors":[85],"or":[86],"fail":[87],"provide":[89,220],"suggestions":[90,123,221,229],"feature":[92,127,264],"enhancement.":[93,265],"To":[94],"address":[95],"these":[96],"gaps,":[97],"we":[98],"propose":[99],"Large":[101],"Language":[102],"Model":[103],"(LLM)-based":[104],"Competitive":[105],"User":[106],"Review":[107],"Analysis":[108],"Feature":[110],"Enhancement)":[111],"(":[112],"LLM-Cure":[113,131,150,177,190,215,245],"),":[114],"an":[115],"approach":[116],"powered":[117],"by":[118,138,201],"LLMs":[119],"automatically":[121],"generate":[122],"improvements.":[128],"More":[129],"specifically,":[130],"identifies":[132],"categorizes":[134],"within":[136],"applying":[139],"LLMs.":[140],"When":[141],"provided":[142,257],"with":[143],"complaint":[145,165],"review,":[149],"curates":[151],"highly":[152],"rated":[153],"(4":[154],"5":[156],"stars)":[157],"competing":[160],"apps":[161],"related":[162],"proposes":[167],"potential":[168,261],"improvements":[169],"tailored":[170],"application.":[174],"We":[175,226],"evaluate":[176],"1,056,739":[179],"70":[182],"popular":[183],"Android":[184],"apps.":[185],"Our":[186],"evaluation":[187],"demonstrates":[188,216],"significantly":[191],"outperforms":[192],"state-of-the-art":[194],"assigning":[197],"up":[202],"13%":[204],"F1-score,":[206],"16%":[207],"recall,":[209],"11%":[211],"precision.":[213],"Additionally,":[214],"its":[217,260],"capability":[218],"resolving":[223],"complaints.":[225],"verify":[227],"using":[230],"release":[232],"notes":[233],"reflect":[235],"changes":[237],"app.":[244],"achieves":[246],"promising":[248],"average":[249],"73%":[251],"implementation":[254],"suggestions,":[258],"demonstrating":[259],"competitive":[263]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}