{"id":"https://openalex.org/W4416833388","doi":"https://doi.org/10.1145/3803437.3805217","title":"AI-Assisted Fixes to Code Review Comments at Scale","display_name":"AI-Assisted Fixes to Code Review Comments at Scale","publication_year":2026,"publication_date":"2026-07-05","ids":{"openalex":"https://openalex.org/W4416833388","doi":"https://doi.org/10.1145/3803437.3805217"},"language":"en","primary_location":{"id":"doi:10.1145/3803437.3805217","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803437.3805217","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3803437.3805217","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088100364","display_name":"Chandra Maddila","orcid":"https://orcid.org/0000-0002-9432-1045"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chandra Maddila","raw_affiliation_strings":["Meta Platforms, Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0002-9432-1045","affiliations":[{"raw_affiliation_string":"Meta Platforms, Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065043663","display_name":"Negar Ghorbani","orcid":"https://orcid.org/0000-0002-0528-6138"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Negar Ghorbani","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0002-0528-6138","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093383205","display_name":"James Saindon","orcid":"https://orcid.org/0009-0009-6021-0193"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Saindon","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0009-6021-0193","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005473713","display_name":"Parth Thakkar","orcid":"https://orcid.org/0009-0001-7355-3824"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Parth Thakkar","raw_affiliation_strings":["Meta Platforms, Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0001-7355-3824","affiliations":[{"raw_affiliation_string":"Meta Platforms, Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051545971","display_name":"Vijayaraghavan Murali","orcid":"https://orcid.org/0009-0009-1374-7334"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijayaraghavan Murali","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0009-1374-7334","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rui Abreu","orcid":"https://orcid.org/0000-0003-3734-3157"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rui Abreu","raw_affiliation_strings":["Meta Platforms, Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0003-3734-3157","affiliations":[{"raw_affiliation_string":"Meta Platforms, Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059820855","display_name":"Jiayi Shen","orcid":"https://orcid.org/0009-0007-9972-2917"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingyue Shen","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0003-1037-7223","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039401254","display_name":"Brian B. Zhou","orcid":"https://orcid.org/0000-0001-8314-4488"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Zhou","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0009-0006-9810-9478","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101612061","display_name":"Nachiappan Nagappan","orcid":"https://orcid.org/0000-0003-1358-4124"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nachiappan Nagappan","raw_affiliation_strings":["Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0003-1358-4124","affiliations":[{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020289098","display_name":"Peter C. Rigby","orcid":"https://orcid.org/0000-0003-1137-4297"},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]},{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Peter C Rigby","raw_affiliation_strings":["Concordia University, Montreal, Canada","Meta Platforms Inc., Menlo Park, USA"],"raw_orcid":"https://orcid.org/0000-0003-1137-4297","affiliations":[{"raw_affiliation_string":"Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Meta Platforms Inc., Menlo Park, USA","institution_ids":["https://openalex.org/I4210114444"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"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":"439","last_page":"449"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.447299987077713,"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":0.447299987077713,"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":0.07289999723434448,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.07289999723434448,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7318999767303467},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.7156999707221985},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4916999936103821},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4490000009536743},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.439300000667572}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7318999767303467},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7272999882698059},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.7156999707221985},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4916999936103821},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4490000009536743},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.439300000667572},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33329999446868896},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.32989999651908875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31630000472068787},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31470000743865967},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.310699999332428}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3803437.3805217","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803437.3805217","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2507.13499","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.13499","pdf_url":"https://arxiv.org/pdf/2507.13499","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2507.13499","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2507.13499","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:10.1145/3803437.3805217","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3803437.3805217","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 34th ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Aim.":[0],"There":[1],"are":[2],"10s":[3],"of":[4,6],"thousands":[5],"code":[7],"review":[8],"comments":[9,27],"each":[10],"week":[11],"at":[12,30],"Meta.":[13],"We":[14],"developed":[15],"Metamate":[16],"for":[17,25],"Code":[18],"Review":[19],"(MetaMateCR)":[20],"that":[21],"provides":[22],"AI-assisted":[23],"fixes":[24],"reviewer":[26],"in":[28],"production":[29],"scale.":[31]},"counts_by_year":[],"updated_date":"2026-07-19T05:54:51.957546","created_date":"2025-10-10T00:00:00"}
