{"id":"https://openalex.org/W4389215068","doi":"https://doi.org/10.1145/3617555.3634736","title":"Harnessing Predictive Modeling and Software Analytics in the Age of LLM-Powered Software Development (Invited Talk)","display_name":"Harnessing Predictive Modeling and Software Analytics in the Age of LLM-Powered Software Development (Invited Talk)","publication_year":2023,"publication_date":"2023-12-01","ids":{"openalex":"https://openalex.org/W4389215068","doi":"https://doi.org/10.1145/3617555.3634736"},"language":"en","primary_location":{"id":"doi:10.1145/3617555.3634736","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617555.3634736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Conference on Predictive Models and Data Analytics in Software Engineering","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5071052367","display_name":"Foutse Khomh","orcid":"https://orcid.org/0000-0002-5704-4173"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Foutse Khomh","raw_affiliation_strings":["Polytechnique Montr\u00e9al, Montreal, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Polytechnique Montr\u00e9al, Montreal, Canada","institution_ids":["https://openalex.org/I45683168"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5071052367"],"corresponding_institution_ids":["https://openalex.org/I45683168"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9944999814033508,"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":0.9944999814033508,"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":0.9873999953269958,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9790999889373779,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7715260982513428},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.673126220703125},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6368940472602844},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.6133482456207275},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.5736063122749329},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5341184735298157},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5227491855621338},{"id":"https://openalex.org/keywords/code-review","display_name":"Code review","score":0.5190832614898682},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.4834385812282562},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4712039828300476},{"id":"https://openalex.org/keywords/static-program-analysis","display_name":"Static program analysis","score":0.31864437460899353},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.29352471232414246},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15459498763084412},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09071272611618042}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7715260982513428},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.673126220703125},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6368940472602844},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.6133482456207275},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.5736063122749329},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5341184735298157},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5227491855621338},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.5190832614898682},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.4834385812282562},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4712039828300476},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.31864437460899353},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.29352471232414246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15459498763084412},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09071272611618042},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3617555.3634736","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617555.3634736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th International Conference on Predictive Models and Data Analytics in Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:57190","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/57190/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2038746072","https://openalex.org/W2543688022","https://openalex.org/W4390273888","https://openalex.org/W3193780199","https://openalex.org/W2921324640","https://openalex.org/W872215992","https://openalex.org/W3153702491","https://openalex.org/W2610964225","https://openalex.org/W2413477332","https://openalex.org/W2969257295"],"abstract_inverted_index":{"In":[0],"the":[1,21,39,57,99,109],"rapidly":[2],"evolving":[3],"landscape":[4],"of":[5,134],"software":[6,23,121],"development,":[7],"Large":[8],"Language":[9],"Models":[10],"(LLM)":[11],"have":[12],"emerged":[13],"as":[14,106],"powerful":[15],"tools":[16],"that":[17,86],"can":[18],"significantly":[19],"impact":[20],"way":[22],"code":[24,49,84],"is":[25],"written,":[26],"reviewed,":[27],"and":[28,45,55,96,119,130,141,147],"optimized,":[29],"making":[30],"them":[31],"invaluable":[32],"resources":[33],"for":[34,144],"programmers.":[35],"They":[36],"offer":[37,70],"developers":[38],"ability":[40],"to":[41,116],"leverage":[42],"pre-trained":[43],"knowledge":[44],"tap":[46],"into":[47],"vast":[48],"repositories,":[50],"enabling":[51],"faster":[52],"development":[53,122],"cycles":[54],"reducing":[56],"time":[58],"spent":[59],"on":[60,132],"repetitive":[61],"or":[62],"mundane":[63],"coding":[64],"tasks.":[65],"However,":[66],"while":[67],"these":[68,103,135],"models":[69,146],"substantial":[71],"benefits,":[72],"their":[73],"adoption":[74],"also":[75],"presents":[76],"multiple":[77],"challenges.":[78],"For":[79],"example,":[80],"they":[81],"might":[82],"generate":[83],"snippets":[85],"are":[87],"syntactically":[88],"correct":[89],"but":[90],"functionally":[91],"flawed,":[92],"requiring":[93],"human":[94],"review":[95],"validation.":[97],"Moreover,":[98],"ethical":[100],"considerations":[101],"surrounding":[102],"models,":[104],"such":[105],"biases":[107],"in":[108],"training":[110],"data,":[111],"should":[112],"be":[113],"carefully":[114],"addressed":[115],"ensure":[117],"fair":[118],"inclusive":[120],"practices.":[123],"This":[124],"talk":[125],"will":[126],"provide":[127],"an":[128],"overview":[129],"reflection":[131],"some":[133,138],"challenges,":[136],"present":[137],"preliminary":[139],"solutions,":[140],"discuss":[142],"opportunities":[143],"predictive":[145],"data":[148],"analytics.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2023-12-01T00:00:00"}