{"id":"https://openalex.org/W4387360122","doi":"https://doi.org/10.1145/3609437.3609463","title":"PyBartRec: Python API Recommendation with Semantic Information","display_name":"PyBartRec: Python API Recommendation with Semantic Information","publication_year":2023,"publication_date":"2023-08-04","ids":{"openalex":"https://openalex.org/W4387360122","doi":"https://doi.org/10.1145/3609437.3609463"},"language":"en","primary_location":{"id":"doi:10.1145/3609437.3609463","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3609437.3609463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Asia-Pacific Symposium on Internetware","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102759065","display_name":"Keqi Li","orcid":"https://orcid.org/0009-0009-3904-7344"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keqi Li","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0009-0009-3904-7344","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062989968","display_name":"Xingli Tang","orcid":"https://orcid.org/0009-0000-2132-9137"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingli Tang","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0009-0000-2132-9137","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070263132","display_name":"Fenghang Li","orcid":"https://orcid.org/0009-0006-2425-0532"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fenghang Li","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0009-0006-2425-0532","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100621159","display_name":"Hui Zhou","orcid":"https://orcid.org/0000-0001-6702-2384"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhou","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0000-0001-6702-2384","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013723764","display_name":"Chunyang Ye","orcid":"https://orcid.org/0000-0002-2177-8255"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyang Ye","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0000-0002-2177-8255","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053334413","display_name":"Wenyu Zhang","orcid":"https://orcid.org/0009-0000-3631-9521"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyu Zhang","raw_affiliation_strings":["Hainan University, China"],"raw_orcid":"https://orcid.org/0009-0000-3631-9521","affiliations":[{"raw_affiliation_string":"Hainan University, China","institution_ids":["https://openalex.org/I20942203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20942203"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"33","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9998999834060669,"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":0.9998999834060669,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.977400004863739,"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/computer-science","display_name":"Computer science","score":0.8162676095962524},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.7473398447036743},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.46453171968460083},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.44957834482192993},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4405026435852051}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8162676095962524},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7473398447036743},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.46453171968460083},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.44957834482192993},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4405026435852051}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3609437.3609463","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3609437.3609463","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th Asia-Pacific Symposium on Internetware","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.46000000834465027,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2406365535","https://openalex.org/W2884276923","https://openalex.org/W2888559334","https://openalex.org/W2901220009","https://openalex.org/W2941347053","https://openalex.org/W2950368691","https://openalex.org/W2955972181","https://openalex.org/W2963464264","https://openalex.org/W2964150020","https://openalex.org/W2968388969","https://openalex.org/W2999343753","https://openalex.org/W3006367553","https://openalex.org/W3018033251","https://openalex.org/W3100026183","https://openalex.org/W3105735055","https://openalex.org/W3121707215","https://openalex.org/W3161677724","https://openalex.org/W3161997752","https://openalex.org/W3176913510","https://openalex.org/W3195421019","https://openalex.org/W4206291441","https://openalex.org/W4213053623","https://openalex.org/W4229717394","https://openalex.org/W4284687350","https://openalex.org/W4284697810"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W1699080303","https://openalex.org/W4297799326","https://openalex.org/W3116064965","https://openalex.org/W2207495067","https://openalex.org/W1906486629"],"abstract_inverted_index":{"API":[0,15],"recommendation":[1,16],"has":[2],"been":[3],"widely":[4],"used":[5],"to":[6,52,77,92,114],"enhance":[7],"developers\u2019":[8],"efficiency":[9],"in":[10,45,103,134,144],"software":[11],"development.":[12],"However,":[13],"existing":[14],"methods":[17],"for":[18,55],"dynamic":[19],"languages":[20],"such":[21,112],"as":[22],"Python":[23,56,83,147],"usually":[24],"suffer":[25],"from":[26],"the":[27,65,79,98,104,122,135,150,159,164,175,187],"limitations":[28],"of":[29,35,63,82,124,138,172,189],"incorrect":[30],"type":[31,118,139],"inference":[32],"and":[33,149,168,181],"lack":[34],"rich":[36,60],"contextual":[37,87],"semantics.":[38,61],"To":[39],"address":[40],"these":[41],"issues,":[42],"we":[43],"propose":[44],"this":[46],"paper":[47],"a":[48,73,116],"novel":[49],"approach,":[50],"PyBartRec,":[51],"recommend":[53,93,130],"APIs":[54,95,99,131],"programs":[57],"concerning":[58],"their":[59],"Instead":[62],"analyzing":[64],"data":[66,106],"flow":[67,107],"information":[68,88,113],"only,":[69],"our":[70,90,127,155],"approach":[71,91,128,156],"utilizes":[72],"Transformer-based":[74],"pre-trained":[75],"model":[76],"extract":[78],"semantic":[80],"features":[81],"code":[84],"snippets.":[85],"Such":[86],"allows":[89],"correct":[94],"even":[96,133],"when":[97],"are":[100,178],"not":[101],"included":[102],"local":[105],"information.":[108],"We":[109,141],"also":[110,192],"use":[111],"perform":[115],"post-processing":[117],"inference.":[119,140],"By":[120],"narrowing":[121],"range":[123],"candidate":[125],"types,":[126],"can":[129],"accurately":[132],"failure":[136],"scenarios":[137],"evaluated":[142],"PyBartRec":[143,173,190],"eight":[145],"popular":[146],"projects":[148],"experimental":[151],"results":[152],"show":[153],"that":[154],"significantly":[157],"outperforms":[158],"state-of-the-art":[160],"solutions.":[161],"In":[162,184],"particular,":[163],"average":[165,169],"top-1":[166],"accuracy":[167,171],"top-10":[170],"within":[174],"same":[176],"project":[177],"over":[179,193],"40%,":[180],"60%,":[182],"respectively.":[183],"cross-project":[185],"recommendation,":[186],"MRR":[188],"is":[191],"40%.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}