{"id":"https://openalex.org/W4414410403","doi":"https://doi.org/10.1145/3769010","title":"<scp>YourCoLo</scp> : Leveraging One-to-Many Relationships and Inter-Code Connections for User Review-Based Code Localization","display_name":"<scp>YourCoLo</scp> : Leveraging One-to-Many Relationships and Inter-Code Connections for User Review-Based Code Localization","publication_year":2025,"publication_date":"2025-09-22","ids":{"openalex":"https://openalex.org/W4414410403","doi":"https://doi.org/10.1145/3769010"},"language":"en","primary_location":{"id":"doi:10.1145/3769010","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3769010","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/A5113295542","display_name":"Kuo Chi","orcid":null},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuo Chi","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0009-0007-6639-4128","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061689324","display_name":"Changan Niu","orcid":"https://orcid.org/0000-0003-4358-5451"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changan Niu","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0000-0003-4358-5451","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008695791","display_name":"Zhou Yang","orcid":"https://orcid.org/0000-0001-5938-1918"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhou Yang","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore","Singapore Management University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-5938-1918","affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103039853","display_name":"Chuanyi Li","orcid":"https://orcid.org/0000-0001-9270-5072"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanyi Li","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0000-0001-9270-5072","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112129014","display_name":"Yi Feng","orcid":"https://orcid.org/0000-0002-3538-5516"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Feng","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0000-0002-3538-5516","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075214885","display_name":"Jidong Ge","orcid":"https://orcid.org/0000-0003-1773-0942"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jidong Ge","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0000-0003-1773-0942","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101898724","display_name":"Bin Luo","orcid":"https://orcid.org/0009-0001-1102-9584"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Luo","raw_affiliation_strings":["State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","National Key Laboratory for Novel Software Technology, Nanjing University, China"],"raw_orcid":"https://orcid.org/0009-0001-1102-9584","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"National Key Laboratory for Novel Software Technology, Nanjing University, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081036622","display_name":"David Lo","orcid":"https://orcid.org/0000-0002-4367-7201"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"David Lo","raw_affiliation_strings":["Singapore Management University, Singapore, Singapore","Singapore Management University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4367-7201","affiliations":[{"raw_affiliation_string":"Singapore Management University, Singapore, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102732054","display_name":"Vincent Ng","orcid":"https://orcid.org/0000-0001-8237-429X"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]},{"id":"https://openalex.org/I87573096","display_name":"University of North Texas at Dallas","ror":"https://ror.org/01n51v443","country_code":"US","type":"education","lineage":["https://openalex.org/I87573096"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vincent Ng","raw_affiliation_strings":["Human Language Technology Research Institute, University of Texas at Dallas, Richardson, Texas, USA","Human Language Technology Research Institute, University of Texas at Dallas, USA"],"raw_orcid":"https://orcid.org/0000-0001-8237-429X","affiliations":[{"raw_affiliation_string":"Human Language Technology Research Institute, University of Texas at Dallas, Richardson, Texas, USA","institution_ids":["https://openalex.org/I162577319"]},{"raw_affiliation_string":"Human Language Technology Research Institute, University of Texas at Dallas, USA","institution_ids":["https://openalex.org/I87573096"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34661172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"6","first_page":"1","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9993000030517578,"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/T12479","display_name":"Web Application Security Vulnerabilities","score":0.986299991607666,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9801999926567078,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/key","display_name":"Key (lock)","score":0.6212000250816345},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5974000096321106},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5546000003814697},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.5040000081062317},{"id":"https://openalex.org/keywords/code-review","display_name":"Code review","score":0.4781000018119812},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4578000009059906},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.42820000648498535}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8988000154495239},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6212000250816345},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5974000096321106},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5546000003814697},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5040000081062317},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.4781000018119812},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4578000009059906},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4327000081539154},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.42820000648498535},{"id":"https://openalex.org/C513874922","wikidata":"https://www.wikidata.org/wiki/Q212805","display_name":"Digital library","level":3,"score":0.3296000063419342},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3122999966144562},{"id":"https://openalex.org/C3017568202","wikidata":"https://www.wikidata.org/wiki/Q2899888","display_name":"User needs","level":2,"score":0.3068999946117401},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3050000071525574},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.3037000000476837},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2971999943256378},{"id":"https://openalex.org/C133162039","wikidata":"https://www.wikidata.org/wiki/Q1061077","display_name":"Code generation","level":3,"score":0.2881999909877777},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2700999975204468},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26820001006126404},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.25870001316070557}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3769010","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3769010","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":[{"id":"https://openalex.org/G6271669996","display_name":null,"funder_award_id":"62572235","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"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":56,"referenced_works":["https://openalex.org/W1968882522","https://openalex.org/W1972091638","https://openalex.org/W1980015727","https://openalex.org/W1985947101","https://openalex.org/W2000518393","https://openalex.org/W2040577374","https://openalex.org/W2116737258","https://openalex.org/W2121265929","https://openalex.org/W2126574721","https://openalex.org/W2139543149","https://openalex.org/W2344934367","https://openalex.org/W2362569215","https://openalex.org/W2515360277","https://openalex.org/W2546666641","https://openalex.org/W2559490865","https://openalex.org/W2589656357","https://openalex.org/W2601548810","https://openalex.org/W2618807062","https://openalex.org/W2741676187","https://openalex.org/W2756686115","https://openalex.org/W2761329858","https://openalex.org/W2766358679","https://openalex.org/W2794601162","https://openalex.org/W2909755202","https://openalex.org/W2920187809","https://openalex.org/W2949266019","https://openalex.org/W2968179027","https://openalex.org/W2986642681","https://openalex.org/W2994579778","https://openalex.org/W3007479145","https://openalex.org/W3043171079","https://openalex.org/W3085514074","https://openalex.org/W3085794062","https://openalex.org/W3086457636","https://openalex.org/W3092246775","https://openalex.org/W3095319910","https://openalex.org/W3133539032","https://openalex.org/W3162632914","https://openalex.org/W3185341429","https://openalex.org/W3195442242","https://openalex.org/W3203911409","https://openalex.org/W3207629813","https://openalex.org/W3209468076","https://openalex.org/W4220777367","https://openalex.org/W4284688961","https://openalex.org/W4284697810","https://openalex.org/W4298156464","https://openalex.org/W4303450757","https://openalex.org/W4308642390","https://openalex.org/W4308732630","https://openalex.org/W4384154386","https://openalex.org/W4384345646","https://openalex.org/W4384345669","https://openalex.org/W4384345728","https://openalex.org/W4386590753","https://openalex.org/W4394010871"],"related_works":[],"abstract_inverted_index":{"In":[0,327],"an":[1],"era":[2],"where":[3],"mobile":[4],"devices":[5],"are":[6],"ubiquitous,":[7],"digital":[8],"distribution":[9],"platforms":[10],"such":[11],"as":[12,152],"the":[13,90,102,113,146,150,164,171,177,186,210,213,260,306,318,347,355,373],"Google":[14],"Play":[15],"Store":[16],"have":[17],"become":[18],"integral":[19],"to":[20,37,77,97,106,244,258,354,367,378],"our":[21],"daily":[22],"lives,":[23],"hosting":[24],"millions":[25],"of":[26,31,50,212,323,333],"applications":[27],"and":[28,48,63,71,118,160,182,208,229,266,271,296,301,309,313,337,349,364],"serving":[29],"billions":[30],"users.":[32],"Users":[33],"can":[34,86,197],"leave":[35],"reviews":[36,54,117,181,265],"provide":[38],"developers":[39,67,99,369],"with":[40],"valuable":[41,194],"feedback,":[42],"including":[43],"requests":[44],"for":[45],"new":[46,254],"features":[47],"reports":[49],"issues.":[51],"These":[52,358],"user":[53,69,83,116,158,264,379],"play":[55],"a":[56,79,153,157,219,241,253,273],"crucial":[57],"role":[58],"in":[59,100,199,341],"software":[60,95],"development,":[61],"testing,":[62],"maintenance":[64],"by":[65,236,298,310],"informing":[66],"about":[68],"needs":[70],"potential":[72,366],"problems,":[73],"which":[74,192],"motivates":[75],"us":[76],"revisit":[78],"key":[80,125],"problem:":[81],"given":[82],"reviews,":[84],"how":[85],"we":[87,122,215],"automatically":[88],"identify":[89,123],"relevant":[91,202,268],"code":[92,119,161,183,189,250,269,281,374],"snippets":[93,190,375],"from":[94],"codebases":[96],"assist":[98],"addressing":[101],"reviews?":[103],"Existing":[104],"practices":[105],"address":[107,205],"this":[108],"problem":[109,151],"typically":[110],"involve":[111],"calculating":[112],"similarity":[114],"between":[115,156,180,263],"snippets.":[120,282],"However,":[121],"three":[124,237],"limitations.":[126],"First,":[127],"although":[128],"existing":[129],"methods":[130],"show":[131],"promising":[132],"results":[133,359],"on":[134,176],"individual":[135],"projects,":[136],"their":[137],"high":[138],"performance":[139],"cannot":[140],"be":[141],"generalized":[142],"across":[143],"projects.":[144],"Second,":[145],"state-of-the-art":[147,172,291,356],"approach":[148,173,221],"models":[149],"one-to-one":[154],"relationship":[155,166,179],"review":[159],"snippets,":[162,184,270],"ignoring":[163],"one-to-many":[165,227,261],"that":[167,196,222,276,287],"often":[168],"exists.":[169],"Third,":[170],"focuses":[174],"solely":[175],"direct":[178],"overlooking":[185],"interconnections":[187,278],"among":[188,279],"themselves,":[191],"contain":[193],"information":[195],"aid":[198],"accurately":[200,371],"identifying":[201],"code.":[203],"To":[204],"these":[206],"limitations":[207],"advance":[209],"state":[211],"art,":[214],"propose":[216],"YourCoLo":[217,233,288,329,361],",":[218],"novel":[220,238],"fully":[223],"leverages":[224],"contextual":[225],"information,":[226],"relationships,":[228],"inter-code":[230],"connections.":[231],"Specifically,":[232],"is":[234],"powered":[235],"designs:":[239],"(1)":[240],"prompt-enhanced":[242],"mechanism":[243],"incorporate":[245],"rich":[246],"project-level":[247],"context":[248],"into":[249],"localization,":[251],"(2)":[252],"loss":[255],"function":[256],"designed":[257],"handle":[259],"relationships":[262],"multiple":[267],"(3)":[272],"ranking":[274],"strategy":[275],"considers":[277],"related":[280],"Our":[283],"experimental":[284],"evaluation":[285],"shows":[286],"substantially":[289],"outperforms":[290],"models,":[292],"surpassing":[293],"CodeBERT,":[294],"CodeLlama,":[295],"GraphCodeBERT":[297],"18.3,":[299],"9.3,":[300],"7.7":[302],"percentage":[303,315,335,339],"points":[304,316,336,340],"at":[305,317,346],"method":[307,348],"level":[308,320],"18.4,":[311],"7.7,":[312],"7.0":[314],"file":[319,350],"(in":[321],"terms":[322],"mean":[324,342],"reciprocal":[325],"rank).":[326],"addition,":[328],"also":[330],"achieves":[331],"improvements":[332],"8.8":[334],"6.8":[338],"average":[343],"precision":[344],"(MAP)":[345],"levels,":[351],"respectively,":[352],"compared":[353],"method.":[357],"underscore":[360],"\u2019s":[362],"effectiveness":[363],"its":[365],"guide":[368],"more":[370],"toward":[372],"most":[376],"pertinent":[377],"feedback.":[380]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
