{"id":"https://openalex.org/W6910471237","doi":"https://doi.org/10.48550/arxiv.2503.11960","title":"Consider What Humans Consider: Optimizing Commit Message Leveraging Contexts Considered By Human","display_name":"Consider What Humans Consider: Optimizing Commit Message Leveraging Contexts Considered By Human","publication_year":2025,"publication_date":"2025-03-15","ids":{"openalex":"https://openalex.org/W6910471237","doi":"https://doi.org/10.48550/arxiv.2503.11960"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2503.11960","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.11960","pdf_url":"https://arxiv.org/pdf/2503.11960","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2503.11960","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023912381","display_name":"Jiawei Li","orcid":"https://orcid.org/0000-0002-4434-4812","observed_orcids":["https://orcid.org/0000-0002-4434-4812"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Jiawei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009700902","display_name":"David Farag\u00f3","orcid":"https://orcid.org/0009-0006-2380-6076","observed_orcids":["https://orcid.org/0009-0006-2380-6076"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Farag\u00f3, David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055033317","display_name":"Christian Petrov","orcid":"https://orcid.org/0000-0001-8776-4289","observed_orcids":["https://orcid.org/0000-0001-8776-4289"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Petrov, Christian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Ahmed, Iftekhar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ahmed, Iftekhar","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":true,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9994999766349792,"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":0.9994999766349792,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.00019999999494757503,"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.0,"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/commit-message-generation","display_name":"commit message generation","score":0.9950000047683716},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8640000224113464},{"id":"https://openalex.org/keywords/search-based-optimization","display_name":"search-based optimization","score":0.8610000014305115},{"id":"https://openalex.org/keywords/developer-communication","display_name":"developer communication","score":0.6169999837875366},{"id":"https://openalex.org/keywords/software-maintenance","display_name":"software maintenance","score":0.5360000133514404}],"concepts":[{"id":"https://openalex.org/C153180980","wikidata":"https://www.wikidata.org/wiki/Q19776675","display_name":"Commit","level":2,"score":0.989300012588501},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8245000243186951},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6068000197410583},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5214999914169312},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.42500001192092896},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3359000086784363},{"id":"https://openalex.org/C854659","wikidata":"https://www.wikidata.org/wiki/Q1859284","display_name":"Message passing","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C2984968299","wikidata":"https://www.wikidata.org/wiki/Q1077784","display_name":"Software tool","level":3,"score":0.2741999924182892},{"id":"https://openalex.org/C111009948","wikidata":"https://www.wikidata.org/wiki/Q1067690","display_name":"Two-phase commit protocol","level":5,"score":0.2615000009536743},{"id":"https://openalex.org/C155951066","wikidata":"https://www.wikidata.org/wiki/Q5156254","display_name":"Compensating transaction","level":5,"score":0.25220000743865967}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2503.11960","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.11960","pdf_url":"https://arxiv.org/pdf/2503.11960","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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.2503.11960","doi":"https://doi.org/10.48550/arxiv.2503.11960","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2503.11960","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"pmh:oai:arXiv.org:2503.11960","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2503.11960","pdf_url":"https://arxiv.org/pdf/2503.11960","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Commit":[0,21,62],"messages":[1,37,69,80,101,117,139],"are":[2,38,103,144],"crucial":[3],"in":[4],"software":[5,27],"development,":[6],"supporting":[7],"maintenance":[8],"tasks":[9],"and":[10,44,73,81,89,108,115,136],"communication":[11],"among":[12],"developers.":[13],"While":[14],"Large":[15],"Language":[16],"Models":[17],"(LLMs)":[18],"have":[19],"advanced":[20],"Message":[22,63],"Generation":[23],"(CMG)":[24],"using":[25],"various":[26],"contexts,":[28],"some":[29],"contexts":[30,88],"developers":[31],"consider":[32],"to":[33,119,131],"write":[34],"high-quality":[35,138],"commit":[36,100],"often":[39],"missed":[40],"by":[41,54,70,85],"CMG":[42,113,129],"techniques":[43,130],"can't":[45],"be":[46],"easily":[47],"retrieved":[48,51],"or":[49],"even":[50],"at":[52],"all":[53],"automated":[55],"tools.":[56],"To":[57],"address":[58],"this,":[59],"we":[60],"propose":[61],"Optimization":[64],"(CMO),":[65],"which":[66],"enhances":[67],"human-written":[68,79,142],"leveraging":[71],"LLMs":[72],"search-based":[74],"optimization.":[75],"CMO":[76,98,125],"starts":[77],"with":[78],"iteratively":[82],"improves":[83],"them":[84],"integrating":[86],"key":[87],"feedback":[90],"from":[91],"external":[92],"evaluators.":[93],"Our":[94],"extensive":[95],"evaluation":[96],"shows":[97],"generates":[99],"that":[102],"significantly":[104],"more":[105],"Rational,":[106],"Comprehensive,":[107],"Expressive":[109],"while":[110],"outperforming":[111],"state-of-the-art":[112],"methods":[114],"human":[116],"40.3%":[118],"78.4%":[120],"of":[121],"the":[122,141],"time.":[123],"Moreover,":[124],"can":[126],"support":[127],"existing":[128],"further":[132],"improve":[133],"message":[134],"quality":[135],"generate":[137],"when":[140],"ones":[143],"left":[145],"blank.":[146]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-10-10T00:00:00"}