{"id":"https://openalex.org/W4318825782","doi":"https://doi.org/10.1145/3528588.3528660","title":"BERT-based GitHub issue report classification","display_name":"BERT-based GitHub issue report classification","publication_year":2022,"publication_date":"2022-05-21","ids":{"openalex":"https://openalex.org/W4318825782","doi":"https://doi.org/10.1145/3528588.3528660"},"language":"en","primary_location":{"id":"doi:10.1145/3528588.3528660","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3528588.3528660","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3528588.3528660","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Natural Language-based Software Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3528588.3528660","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083926745","display_name":"Mohammed Latif Siddiq","orcid":"https://orcid.org/0000-0002-7984-3611"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohammed Latif Siddiq","raw_affiliation_strings":["University of Notre Dame"],"affiliations":[{"raw_affiliation_string":"University of Notre Dame","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043541139","display_name":"Joanna C. S. Santos","orcid":"https://orcid.org/0000-0001-8743-2516"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joanna C. S. Santos","raw_affiliation_strings":["University of Notre Dame"],"affiliations":[{"raw_affiliation_string":"University of Notre Dame","institution_ids":["https://openalex.org/I107639228"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5083926745"],"corresponding_institution_ids":["https://openalex.org/I107639228"],"apc_list":null,"apc_paid":null,"fwci":10.9083,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.98441972,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"33","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":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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9986000061035156,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8465852737426758},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.691258430480957},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.679118812084198},{"id":"https://openalex.org/keywords/open-source-software","display_name":"Open source software","score":0.5749693512916565},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.571089506149292},{"id":"https://openalex.org/keywords/software-bug","display_name":"Software bug","score":0.5432485342025757},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4613938331604004},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.45446720719337463},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3473001718521118},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33095818758010864},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12249922752380371},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.061818331480026245}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8465852737426758},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.691258430480957},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.679118812084198},{"id":"https://openalex.org/C2988343187","wikidata":"https://www.wikidata.org/wiki/Q1130645","display_name":"Open source software","level":3,"score":0.5749693512916565},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.571089506149292},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.5432485342025757},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4613938331604004},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.45446720719337463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3473001718521118},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33095818758010864},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12249922752380371},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.061818331480026245},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3528588.3528660","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3528588.3528660","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3528588.3528660","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Natural Language-based Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3528588.3528660","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3528588.3528660","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3528588.3528660","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Natural Language-based Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318825782.pdf"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2115381446","https://openalex.org/W2156280418","https://openalex.org/W2493916176","https://openalex.org/W2507974895","https://openalex.org/W2774634515","https://openalex.org/W2979826702","https://openalex.org/W2993452100","https://openalex.org/W3088392127","https://openalex.org/W3116801415","https://openalex.org/W4318811767"],"related_works":["https://openalex.org/W4376877853","https://openalex.org/W1493891899","https://openalex.org/W4250928611","https://openalex.org/W166480398","https://openalex.org/W167327709","https://openalex.org/W4387839566","https://openalex.org/W4210922265","https://openalex.org/W2491403535","https://openalex.org/W2484303153","https://openalex.org/W2108777707"],"abstract_inverted_index":{"Issue":[0],"tracking":[1,27],"is":[2,48],"one":[3],"of":[4,8,101],"the":[5,40],"integral":[6],"parts":[7],"software":[9,20,46],"development,":[10],"especially":[11],"for":[12],"open":[13,86],"source":[14,87],"projects.":[15],"GitHub,":[16],"a":[17,49,59,77,106],"commonly":[18],"used":[19],"management":[21],"tool,":[22],"provides":[23],"its":[24],"own":[25],"issue":[26,30],"system.":[28],"Each":[29],"can":[31],"have":[32],"various":[33],"tags,":[34],"which":[35],"are":[36],"manually":[37,44],"assigned":[38],"by":[39],"project's":[41],"developers.":[42],"However,":[43],"labeling":[45],"reports":[47],"time-consuming":[50],"and":[51],"error-prone":[52],"task.":[53],"In":[54],"this":[55],"paper,":[56],"we":[57],"describe":[58],"BERT-based":[60],"classification":[61],"technique":[62,104,110],"to":[63],"automatically":[64],"label":[65],"issues":[66,83,96],"as":[67],"questions,":[68],"bugs,":[69],"or":[70],"enhancements.":[71],"We":[72],"evaluate":[73],"our":[74],"approach":[75,93],"using":[76],"dataset":[78],"containing":[79],"over":[80],"800,000":[81],"labeled":[82],"from":[84],"real":[85],"projects":[88],"available":[89],"on":[90,112],"GitHub.":[91],"Our":[92,103],"classified":[94],"reported":[95],"with":[97],"an":[98],"average":[99],"F1-score":[100],"0.8571.":[102],"outperforms":[105],"previous":[107],"machine":[108],"learning":[109],"based":[111],"FastText.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":12}],"updated_date":"2026-02-25T23:00:34.991745","created_date":"2025-10-10T00:00:00"}