{"id":"https://openalex.org/W7161702199","doi":"https://doi.org/10.48550/arxiv.2605.17561","title":"Automated Root-Cause Subclassification and No-Code Fix Generation for Invalid Bug Reports","display_name":"Automated Root-Cause Subclassification and No-Code Fix Generation for Invalid Bug Reports","publication_year":2026,"publication_date":"2026-05-17","ids":{"openalex":"https://openalex.org/W7161702199","doi":"https://doi.org/10.48550/arxiv.2605.17561"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.17561","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17561","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.17561","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115553224","display_name":"Mahmut Furkan G\u00f6n","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gon, Mahmut Furkan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058865207","display_name":"Emre Din\u00e7","orcid":"https://orcid.org/0000-0002-1838-4044"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dinc, Emre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136481172","display_name":"Tevfik Emre Sungur","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sungur, Tevfik Emre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5136462903","display_name":"Eray T\u00fcz\u00fcn","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tuzun, Eray","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9178000092506409,"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":0.9178000092506409,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.05480000004172325,"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"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.0032999999821186066,"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/benchmark","display_name":"Benchmark (surveying)","score":0.6827999949455261},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4984000027179718},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.44920000433921814},{"id":"https://openalex.org/keywords/web-application","display_name":"Web application","score":0.4180000126361847},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.3596000075340271},{"id":"https://openalex.org/keywords/root-cause","display_name":"Root cause","score":0.3571999967098236},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3497999906539917},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.34700000286102295}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6827999949455261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723999977111816},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.550000011920929},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4984000027179718},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44920000433921814},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.428600013256073},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4205000102519989},{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37940001487731934},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3596000075340271},{"id":"https://openalex.org/C84945661","wikidata":"https://www.wikidata.org/wiki/Q7366567","display_name":"Root cause","level":2,"score":0.3571999967098236},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3497999906539917},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.34700000286102295},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.29280000925064087},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.2858999967575073},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C130963320","wikidata":"https://www.wikidata.org/wiki/Q1401207","display_name":"Root cause analysis","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.26980000734329224},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.26570001244544983},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.25609999895095825}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.17561","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17561","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.17561","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.17561","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Issues":[0],"faced":[1],"when":[2],"using":[3,167],"software":[4],"are":[5,17,27],"reported":[6],"in":[7],"the":[8,35,39,48,77,133,143,150,180,201,222,239],"form":[9],"of":[10,38,55,79,262],"bug":[11,15,41,69,152],"reports.":[12,153],"However,":[13],"many":[14],"reports":[16,42],"invalid,":[18],"meaning":[19],"they":[20],"do":[21],"not":[22],"require":[23],"code":[24],"changes,":[25],"and":[26,43,72,85,119,127,146,162,169,194,211,216,229,254,268],"resolved":[28],"with":[29,113,159,184,225,259],"a":[30,52,62,96,103],"no-code":[31,86,129,147,164,232],"fix.":[32],"Manually":[33],"determining":[34],"root":[36],"cause":[37],"invalid":[40,68,83,125,144],"providing":[44],"actionable":[45],"resolutions":[46],"by":[47],"customer":[49],"support":[50],"causes":[51],"serious":[53],"waste":[54],"resources.":[56],"Our":[57],"goal":[58],"is":[59],"to":[60,75,123,249],"introduce":[61],"standardized":[63],"taxonomy":[64],"for":[65,107,209,213,251,256,264,270],"root-cause":[66],"oriented":[67],"report":[70],"subclassification,":[71,175],"perform":[73,94],"experiments":[74],"test":[76],"accuracy":[78],"various":[80],"approaches":[81],"on":[82,95],"subclassification":[84],"fix":[87,165,233],"generation.":[88],"We":[89,131,154],"study":[90],"how":[91],"different":[92],"configurations":[93],"gold-standard":[97],"benchmark":[98,106],"we":[99,111],"have":[100],"created.":[101],"Using":[102],"manually":[104,136],"curated":[105],"higher":[108],"quality":[109],"analysis,":[110],"experimented":[112],"vanilla":[114,190,257],"LLMs,":[115,258],"Retrieval":[116],"Augmented":[117],"Generation,":[118],"agentic":[120,195,235],"web":[121,196,236],"search":[122,197,237],"identify":[124],"subclasses":[126],"generate":[128],"fixes.":[130],"evaluated":[132],"results":[134],"against":[135],"labeled":[137],"ground":[138],"truth":[139],"data":[140],"that":[141],"includes":[142],"subclass":[145,156,202],"fixes":[148],"from":[149],"original":[151],"measured":[155],"detection":[157],"performance":[158,183,204],"weighted":[160,186],"F1-Score,":[161],"assessed":[163],"suggestions":[166],"BERTScore":[168],"Judge":[170,242],"LLM":[171,243],"success":[172,244],"rates.":[173],"For":[174,231],"retrieval":[176],"augmented":[177],"generation":[178],"achieves":[179,238],"highest":[181,240],"overall":[182,241],"0.66":[185],"F1,":[187],"slightly":[188],"outperforming":[189],"LLMs":[191],"at":[192,198,206,246],"0.65":[193],"0.64.":[199],"At":[200],"level,":[203],"peaks":[205,261],"0.85":[207],"F1":[208],"Non-reproducibility":[210],"0.79":[212],"Feature":[214],"Request":[215],"Question,":[217],"while":[218],"Wrong":[219],"Version":[220],"remains":[221],"most":[223],"challenging":[224],"scores":[226],"between":[227],"0.00":[228],"0.29.":[230],"generation,":[234],"rate":[245],"68.9%,":[247],"compared":[248],"64.4%":[250],"RAG":[252],"applications":[253],"64.9%":[255],"subclass-level":[260],"87.4%":[263],"Working":[265],"as":[266],"Designed":[267],"72.2%":[269],"Question.":[271]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-20T00:00:00"}
