{"id":"https://openalex.org/W4221121086","doi":"https://doi.org/10.1145/3510003.3510196","title":"Recommending good first issues in GitHub OSS projects","display_name":"Recommending good first issues in GitHub OSS projects","publication_year":2022,"publication_date":"2022-05-21","ids":{"openalex":"https://openalex.org/W4221121086","doi":"https://doi.org/10.1145/3510003.3510196"},"language":"en","primary_location":{"id":"doi:10.1145/3510003.3510196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510003.3510196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510003.3510196","source":{"id":"https://openalex.org/S4363608872","display_name":"Proceedings of the 44th International Conference on Software Engineering","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th International Conference on Software Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3510003.3510196","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101697697","display_name":"Wenxin Xiao","orcid":"https://orcid.org/0000-0003-2803-0036"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wenxin Xiao","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021279939","display_name":"Hao He","orcid":"https://orcid.org/0000-0001-8311-6559"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao He","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101844049","display_name":"Weiwei Xu","orcid":"https://orcid.org/0000-0002-3239-0483"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Xu","raw_affiliation_strings":["Soochow University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"Soochow University, Suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055158271","display_name":"Xin Tan","orcid":"https://orcid.org/0000-0003-1099-3336"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Tan","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051353261","display_name":"Jinhao Dong","orcid":"https://orcid.org/0009-0009-0416-6896"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhao Dong","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065977454","display_name":"Minghui Zhou","orcid":"https://orcid.org/0000-0001-6324-3964"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghui Zhou","raw_affiliation_strings":["Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101697697"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":null,"apc_paid":null,"fwci":5.1044,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.96368835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1830","last_page":"1842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":1.0,"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":1.0,"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/T11675","display_name":"Open Source Software Innovations","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9973000288009644,"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":0.8038259744644165},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5979410409927368},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5917695164680481},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5343559980392456},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.5243661403656006},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.4534648656845093},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4331846833229065},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3471929430961609}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8038259744644165},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5979410409927368},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5917695164680481},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5343559980392456},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.5243661403656006},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.4534648656845093},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4331846833229065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3471929430961609},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3510003.3510196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510003.3510196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510003.3510196","source":{"id":"https://openalex.org/S4363608872","display_name":"Proceedings of the 44th International Conference on Software Engineering","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th International Conference on Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:5881117","is_oa":true,"landing_page_url":"https://zenodo.org/record/5881117","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"doi:10.1145/3510003.3510196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510003.3510196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510003.3510196","source":{"id":"https://openalex.org/S4363608872","display_name":"Proceedings of the 44th International Conference on Software Engineering","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 44th International Conference on Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5436695862","display_name":null,"funder_award_id":"61825201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G735754199","display_name":null,"funder_award_id":"6182520","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8208342437","display_name":null,"funder_award_id":"1 and","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":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4221121086.pdf","grobid_xml":"https://content.openalex.org/works/W4221121086.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W65801920","https://openalex.org/W1972386298","https://openalex.org/W1972978214","https://openalex.org/W1978394996","https://openalex.org/W1989862714","https://openalex.org/W2017003061","https://openalex.org/W2048125202","https://openalex.org/W2061554433","https://openalex.org/W2064675550","https://openalex.org/W2088538155","https://openalex.org/W2097606004","https://openalex.org/W2102125164","https://openalex.org/W2104086546","https://openalex.org/W2107294940","https://openalex.org/W2108777707","https://openalex.org/W2112081648","https://openalex.org/W2113351233","https://openalex.org/W2120244029","https://openalex.org/W2120983913","https://openalex.org/W2139888022","https://openalex.org/W2141484276","https://openalex.org/W2156280418","https://openalex.org/W2157825442","https://openalex.org/W2160517961","https://openalex.org/W2234324187","https://openalex.org/W2282821441","https://openalex.org/W2295598076","https://openalex.org/W2344784027","https://openalex.org/W2559885217","https://openalex.org/W2619400223","https://openalex.org/W2735173242","https://openalex.org/W2783990487","https://openalex.org/W2794967409","https://openalex.org/W2808155935","https://openalex.org/W2883188794","https://openalex.org/W2886347592","https://openalex.org/W2887004133","https://openalex.org/W2899036005","https://openalex.org/W2899369852","https://openalex.org/W2902285385","https://openalex.org/W2953178376","https://openalex.org/W2955444095","https://openalex.org/W2963181472","https://openalex.org/W2963266893","https://openalex.org/W2972155226","https://openalex.org/W2988648088","https://openalex.org/W2993452100","https://openalex.org/W2997591727","https://openalex.org/W3022734214","https://openalex.org/W3088887372","https://openalex.org/W3097007871","https://openalex.org/W3099845770","https://openalex.org/W3100550131","https://openalex.org/W3126752450","https://openalex.org/W3147233559","https://openalex.org/W3161575723","https://openalex.org/W3175387705","https://openalex.org/W3175605739","https://openalex.org/W3202240666","https://openalex.org/W4239091587"],"related_works":["https://openalex.org/W4295532600","https://openalex.org/W2063823869","https://openalex.org/W2047973478","https://openalex.org/W1498090503","https://openalex.org/W2067569035","https://openalex.org/W4206396619","https://openalex.org/W2090985514","https://openalex.org/W3032739460","https://openalex.org/W1544681840","https://openalex.org/W4214885392"],"abstract_inverted_index":{"Attracting":[0],"and":[1,36,65,80,82,107,134,178],"retaining":[2],"newcomers":[3,19,67],"is":[4,16],"vital":[5],"for":[6,18,48],"the":[7,49,130,142],"sustainability":[8],"of":[9,51,91,141],"an":[10,44,71,84],"open-source":[11],"software":[12],"project.":[13],"However,":[14],"it":[15],"difficult":[17],"to":[20,55,61,87,113,126,167],"locate":[21],"suitable":[22],"development":[23],"tasks,":[24],"while":[25],"existing":[26],"\"Good":[27],"First":[28],"Issues\"":[29],"(GFI)":[30],"in":[31,129],"GitHub":[32,105],"are":[33,173],"often":[34],"insufficient":[35],"inappropriate.":[37],"In":[38],"this":[39],"paper,":[40],"we":[41,98,153],"propose":[42],"RecGFI,":[43,97],"effective":[45],"practical":[46],"approach":[47],"recommendation":[50],"good":[52],"first":[53],"issues":[54,102,156],"newcomers,":[56],"which":[57,171],"can":[58,123],"be":[59],"used":[60],"relieve":[62],"maintainers'":[63],"burden":[64],"help":[66],"onboard.":[68],"RecGFI":[69,122],"models":[70],"issue":[72],"with":[73],"features":[74],"from":[75],"multiple":[76],"dimensions":[77],"(content,":[78],"background,":[79],"dynamics)":[81],"uses":[83],"XGBoost":[85],"classifier":[86],"generate":[88],"its":[89],"probability":[90],"being":[92],"a":[93,184],"GFI.":[94],"To":[95],"evaluate":[96],"collect":[99],"53,510":[100],"resolved":[101,182],"among":[103,170],"100":[104],"projects":[106],"carefully":[108],"restore":[109],"their":[110],"historical":[111],"states":[112],"build":[114],"ground":[115,131],"truth":[116,132],"datasets.":[117],"Our":[118,138],"evaluation":[119],"shows":[120],"that":[121],"achieve":[124],"up":[125],"0.853":[127],"AUC":[128],"dataset":[133],"outperforms":[135],"alternative":[136],"models.":[137],"interpretable":[139],"analysis":[140],"trained":[143],"model":[144],"further":[145],"reveals":[146],"interesting":[147],"observations":[148],"about":[149],"GFI":[150,163],"characteristics.":[151],"Finally,":[152],"report":[154],"latest":[155],"(without":[157],"GFI-signaling":[158],"labels":[159],"but":[160],"recommended":[161],"as":[162,175],"by":[164,183],"our":[165],"approach)":[166],"project":[168],"maintainers":[169],"16":[172],"confirmed":[174],"real":[176],"GFIs":[177],"five":[179],"have":[180],"been":[181],"newcomer.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}