{"id":"https://openalex.org/W4398239232","doi":"https://doi.org/10.1145/3639478.3643526","title":"NL2Fix: Generating Functionally Correct Code Edits from Bug Descriptions","display_name":"NL2Fix: Generating Functionally Correct Code Edits from Bug Descriptions","publication_year":2024,"publication_date":"2024-04-14","ids":{"openalex":"https://openalex.org/W4398239232","doi":"https://doi.org/10.1145/3639478.3643526"},"language":"en","primary_location":{"id":"doi:10.1145/3639478.3643526","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643526","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643526","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","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/10.1145/3639478.3643526","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068417203","display_name":"Sarah Fakhoury","orcid":"https://orcid.org/0000-0002-8486-7749"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sarah Fakhoury","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074368173","display_name":"Saikat Chakraborty","orcid":"https://orcid.org/0000-0002-6889-7171"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saikat Chakraborty","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040009052","display_name":"Madanlal Musuvathi","orcid":"https://orcid.org/0000-0002-2482-7892"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madanlal Musuvathi","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041084431","display_name":"Shuvendu K. Lahiri","orcid":"https://orcid.org/0000-0002-4446-4777"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuvendu K. Lahiri","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068417203"],"corresponding_institution_ids":["https://openalex.org/I1290206253"],"apc_list":null,"apc_paid":null,"fwci":1.9941,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.87380122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"410","last_page":"411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998000264167786,"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/T10260","display_name":"Software Engineering Research","score":0.998199999332428,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.9970999956130981,"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":0.7610409259796143},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.7552965879440308},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5567578077316284}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7610409259796143},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.7552965879440308},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5567578077316284},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3639478.3643526","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643526","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643526","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3639478.3643526","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3639478.3643526","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3639478.3643526","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4398239232.pdf"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W2156723666","https://openalex.org/W4287024925","https://openalex.org/W4384345748"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Despite":[0],"the":[1,44,81,103,128,140],"notable":[2],"advancement":[3],"of":[4,21,35,46,51,89,105,139],"Large":[5],"Language":[6],"Models":[7],"for":[8,137],"Code":[9],"Generation,":[10],"there":[11],"is":[12],"a":[13,74],"distinct":[14],"gap":[15],"in":[16,24,58],"benchmark":[17],"datasets":[18],"and":[19],"evaluation":[20],"LLMs'":[22],"proficiency":[23],"generating":[25],"functionally":[26,114],"correct":[27,115],"code":[28,52,65],"edits":[29],"based":[30],"on":[31,99,109,123],"natural":[32,48],"language":[33,49],"descriptions":[34,50,88],"intended":[36],"changes.":[37],"We":[38],"address":[39],"this":[40,69,100,124],"void":[41],"by":[42],"presenting":[43],"challenge":[45],"translating":[47],"changes,":[53],"particularly":[54],"bug":[55,90],"fixes":[56,136],"outlined":[57],"Issue":[59],"reports":[60],"within":[61],"repositories,":[62],"into":[63],"accurate":[64],"fixes.":[66,91],"To":[67],"tackle":[68],"issue,":[70],"we":[71,93],"introduce":[72],"Defects4J-Nl2fix,":[73],"dataset":[75],"comprising":[76],"283":[77],"Java":[78],"programs":[79],"from":[80],"widely-used":[82],"Defects4J":[83],"dataset,":[84],"augmented":[85],"with":[86],"high-level":[87],"Subsequently,":[92],"empirically":[94],"evaluate":[95],"three":[96],"state-of-the-art":[97],"LLMs":[98,130],"task,":[101],"exploring":[102],"impact":[104],"different":[106],"prompting":[107],"strategies":[108],"their":[110],"ability":[111,120],"to":[112,133],"generate":[113],"edits.":[116],"Results":[117],"show":[118],"varied":[119],"across":[121],"models":[122],"novel":[125],"task.":[126],"Collectively,":[127],"studied":[129],"are":[131],"able":[132],"produce":[134],"plausible":[135],"64.6%":[138],"bugs.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
