{"id":"https://openalex.org/W7117988734","doi":"https://doi.org/10.48550/arxiv.2512.24630","title":"How Do Agentic AI Systems Address Performance Optimizations? A BERTopic-Based Analysis of Pull Requests","display_name":"How Do Agentic AI Systems Address Performance Optimizations? A BERTopic-Based Analysis of Pull Requests","publication_year":2025,"publication_date":"2025-12-31","ids":{"openalex":"https://openalex.org/W7117988734","doi":"https://doi.org/10.48550/arxiv.2512.24630"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2512.24630","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2512.24630","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":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2512.24630","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108736916","display_name":"Md. Nahidul Islam Opu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Opu, Md Nahidul Islam","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121781505","display_name":"Shahidul Islam","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Islam, Shahidul","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081668559","display_name":"Muhammad Asaduzzaman","orcid":"https://orcid.org/0000-0003-1420-105X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Asaduzzaman, Muhammad","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5061607255","display_name":"Shaiful Chowdhury","orcid":"https://orcid.org/0000-0003-2301-6104"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chowdhury, Shaiful","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5108736916"],"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":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.7389000058174133,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.7389000058174133,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.08240000158548355,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.023900000378489494,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/software","display_name":"Software","score":0.5113000273704529},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.45260000228881836},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.4138999879360199},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.40389999747276306},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.4023999869823456},{"id":"https://openalex.org/keywords/empirical-evidence","display_name":"Empirical evidence","score":0.3328999876976013}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7038000226020813},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5113000273704529},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.45260000228881836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4212999939918518},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4131999909877777},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.40389999747276306},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.4023999869823456},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.3328999876976013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3140999972820282},{"id":"https://openalex.org/C178059732","wikidata":"https://www.wikidata.org/wiki/Q1982529","display_name":"Software performance testing","level":5,"score":0.31369999051094055},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2989000082015991},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.2971999943256378},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.260699987411499},{"id":"https://openalex.org/C101317890","wikidata":"https://www.wikidata.org/wiki/Q940053","display_name":"Software maintenance","level":4,"score":0.2549999952316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2512.24630","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2512.24630","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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2512.24630","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2512.24630","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":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"LLM-based":[0],"software":[1,6,20,88],"engineering":[2],"is":[3,28],"influencing":[4],"modern":[5],"development.":[7],"In":[8,41],"addition":[9],"to":[10,145],"correctness,":[11],"prior":[12],"studies":[13],"have":[14],"also":[15,106],"examined":[16],"the":[17,32,87,92,117,124,135],"performance":[18,37,81,109,147],"of":[19,49,86,94,139],"artifacts":[21],"generated":[22,53],"by":[23,54,111],"AI":[24,34,55,78,112,141],"agents.":[25,56],"However,":[26],"it":[27],"unclear":[29],"how":[30],"exactly":[31],"agentic":[33,140],"systems":[35,142],"address":[36],"concerns":[38],"in":[39],"practice.":[40],"this":[42],"paper,":[43],"we":[44,64],"present":[45],"an":[46],"empirical":[47,130],"study":[48],"performance-related":[50,67],"pull":[51,98],"requests":[52],"Using":[57],"LLM-assisted":[58],"detection":[59],"and":[60,90,102,137,150],"BERTopic-based":[61],"topic":[62],"modeling,":[63],"identified":[65],"52":[66],"topics":[68],"grouped":[69],"into":[70],"10":[71],"higher-level":[72],"categories.":[73],"Our":[74,127],"results":[75],"show":[76],"that":[77,91,108,132],"agents":[79,113],"apply":[80],"optimizations":[82],"across":[83],"diverse":[84],"layers":[85],"stack":[89],"type":[93],"optimization":[95,110,148],"significantly":[96],"affects":[97],"request":[99],"acceptance":[100],"rates":[101],"review":[103,151],"times.":[104],"We":[105],"found":[107],"primarily":[114],"occurs":[115],"during":[116],"development":[118],"phase,":[119],"with":[120,143],"less":[121],"focus":[122],"on":[123],"maintenance":[125],"phase.":[126],"findings":[128],"provide":[129],"evidence":[131],"can":[133],"support":[134],"evaluation":[136],"improvement":[138],"respect":[144],"their":[146],"behaviors":[149],"outcomes.":[152]},"counts_by_year":[],"updated_date":"2026-01-02T23:15:32.796280","created_date":"2026-01-02T00:00:00"}
