{"id":"https://openalex.org/W3208507062","doi":"https://doi.org/10.1145/3472883.3486995","title":"Towards Reliable AI for Source Code Understanding","display_name":"Towards Reliable AI for Source Code Understanding","publication_year":2021,"publication_date":"2021-10-27","ids":{"openalex":"https://openalex.org/W3208507062","doi":"https://doi.org/10.1145/3472883.3486995","mag":"3208507062"},"language":"en","primary_location":{"id":"doi:10.1145/3472883.3486995","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472883.3486995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-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/A5034331643","display_name":"Sahil Suneja","orcid":"https://orcid.org/0009-0005-5094-5779"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sahil Suneja","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039824895","display_name":"Yunhui Zheng","orcid":"https://orcid.org/0000-0002-6794-3199"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunhui Zheng","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052671723","display_name":"Yufan Zhuang","orcid":"https://orcid.org/0000-0003-4063-6460"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yufan Zhuang","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090845035","display_name":"Jim Laredo","orcid":"https://orcid.org/0000-0002-4915-0304"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jim A. Laredo","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076968229","display_name":"Alessandro Morari","orcid":"https://orcid.org/0009-0005-5006-8817"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alessandro Morari","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5034331643"],"corresponding_institution_ids":["https://openalex.org/I1341412227"],"apc_list":null,"apc_paid":null,"fwci":1.4193,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86045895,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"403","last_page":"411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9995999932289124,"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":0.9995999932289124,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9958999752998352,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8012891411781311},{"id":"https://openalex.org/keywords/traceability","display_name":"Traceability","score":0.6944301128387451},{"id":"https://openalex.org/keywords/code-review","display_name":"Code review","score":0.686643660068512},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6783841848373413},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.6719329953193665},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6271333694458008},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.619583010673523},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.6098300814628601},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.5728914737701416},{"id":"https://openalex.org/keywords/static-program-analysis","display_name":"Static program analysis","score":0.5529287457466125},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.530426025390625},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5142233371734619},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.4866562485694885},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.44636696577072144},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44354817271232605},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.44151967763900757},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4236873984336853},{"id":"https://openalex.org/keywords/accountability","display_name":"Accountability","score":0.4226672947406769},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.33734700083732605},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3290819525718689},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17720043659210205},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1318439543247223}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8012891411781311},{"id":"https://openalex.org/C153876917","wikidata":"https://www.wikidata.org/wiki/Q899704","display_name":"Traceability","level":2,"score":0.6944301128387451},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.686643660068512},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6783841848373413},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.6719329953193665},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6271333694458008},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.619583010673523},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.6098300814628601},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.5728914737701416},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.5529287457466125},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.530426025390625},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5142233371734619},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.4866562485694885},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.44636696577072144},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44354817271232605},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.44151967763900757},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4236873984336853},{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.4226672947406769},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33734700083732605},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3290819525718689},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17720043659210205},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1318439543247223},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3472883.3486995","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3472883.3486995","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1873763122","https://openalex.org/W1875990341","https://openalex.org/W1988918904","https://openalex.org/W2010608861","https://openalex.org/W2012752477","https://openalex.org/W2013666871","https://openalex.org/W2108598243","https://openalex.org/W2148143831","https://openalex.org/W2159613309","https://openalex.org/W2170224888","https://openalex.org/W2257123346","https://openalex.org/W2282821441","https://openalex.org/W2295107390","https://openalex.org/W2419597278","https://openalex.org/W2516621648","https://openalex.org/W2584805976","https://openalex.org/W2591882872","https://openalex.org/W2624094989","https://openalex.org/W2891185194","https://openalex.org/W2891612330","https://openalex.org/W2898963688","https://openalex.org/W2899457449","https://openalex.org/W2901941771","https://openalex.org/W2914554687","https://openalex.org/W2943748428","https://openalex.org/W2951368041","https://openalex.org/W2962960733","https://openalex.org/W2963499994","https://openalex.org/W2964031043","https://openalex.org/W2964153729","https://openalex.org/W2966284335","https://openalex.org/W2967556797","https://openalex.org/W2970862273","https://openalex.org/W2972735048","https://openalex.org/W2979792666","https://openalex.org/W2995720993","https://openalex.org/W2996248296","https://openalex.org/W3006165421","https://openalex.org/W3035171481","https://openalex.org/W3035657086","https://openalex.org/W3048264264","https://openalex.org/W3084812981","https://openalex.org/W3086358185","https://openalex.org/W3086449553","https://openalex.org/W3090126258","https://openalex.org/W3107793421","https://openalex.org/W3108184962","https://openalex.org/W3123545166","https://openalex.org/W3127736190","https://openalex.org/W3136309015","https://openalex.org/W3157050533","https://openalex.org/W3163206498","https://openalex.org/W3165292502","https://openalex.org/W3166095789","https://openalex.org/W3168488662","https://openalex.org/W3174414731","https://openalex.org/W3193448347","https://openalex.org/W3194682511","https://openalex.org/W3196620981","https://openalex.org/W4239072543"],"related_works":["https://openalex.org/W2019257047","https://openalex.org/W3153702491","https://openalex.org/W3008981372","https://openalex.org/W2206096527","https://openalex.org/W2789660410","https://openalex.org/W4400488007","https://openalex.org/W2795746234","https://openalex.org/W3006945192","https://openalex.org/W2070111972","https://openalex.org/W2775582007"],"abstract_inverted_index":{"Cloud":[0,25],"maturity":[1],"and":[2,78,96,114,130],"popularity":[3,34],"have":[4,51],"resulted":[5],"in":[6,13,22,35],"Open":[7],"source":[8,36,128],"software":[9,131],"(OSS)":[10],"proliferation.":[11],"And,":[12],"turn,":[14],"managing":[15],"OSS":[16],"code":[17,37,71,129],"quality":[18],"has":[19,32],"become":[20],"critical":[21],"ensuring":[23],"sustainable":[24],"growth.":[26],"On":[27],"this":[28,74],"front,":[29],"AI":[30,90,136],"modeling":[31],"gained":[33],"understanding":[38],"tasks,":[39],"promoted":[40],"by":[41,126],"the":[42,101,107,127],"ready":[43],"availability":[44],"of":[45,88],"large":[46],"open":[47],"codebases.":[48],"However,":[49],"we":[50,76,121],"been":[52],"observing":[53],"certain":[54],"peculiarities":[55],"with":[56],"these":[57],"black-boxes,":[58],"motivating":[59],"a":[60],"call":[61],"for":[62,103,116],"their":[63],"reliability":[64,81],"to":[65,110,134],"be":[66],"verified":[67],"before":[68],"offsetting":[69],"traditional":[70],"analysis.":[72,98],"In":[73],"work,":[75],"highlight":[77,100],"organize":[79],"different":[80],"issues":[82],"affecting":[83],"AI-for-code":[84],"into":[85],"three":[86],"stages":[87],"an":[89],"pipeline-":[91],"data":[92],"collection,":[93],"model":[94],"training,":[95],"prediction":[97],"We":[99],"need":[102],"concerted":[104],"efforts":[105],"from":[106],"research":[108],"community":[109],"ensure":[111],"credibility,":[112],"accountability,":[113],"traceability":[115],"AI-for-code.":[117],"For":[118],"each":[119],"stage,":[120],"discuss":[122],"unique":[123],"opportunities":[124],"afforded":[125],"engineering":[132],"setting":[133],"improve":[135],"reliability.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
