{"id":"https://openalex.org/W7122562593","doi":"https://doi.org/10.1145/3777867.3778254","title":"The Code\u2013LLM Handshake: Smarter Maintenance Through AI","display_name":"The Code\u2013LLM Handshake: Smarter Maintenance Through AI","publication_year":2025,"publication_date":"2025-12-17","ids":{"openalex":"https://openalex.org/W7122562593","doi":"https://doi.org/10.1145/3777867.3778254"},"language":null,"primary_location":{"id":"doi:10.1145/3777867.3778254","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777867.3778254","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th annual meeting of the Forum for Information Retrieval Evaluation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3777867.3778254","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122804817","display_name":"Adwita Deshpande","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112052","display_name":"Indian Institute of Technology Goa","ror":"https://ror.org/02v7trd43","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210112052"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Adwita Deshpande","raw_affiliation_strings":["Indian Institute of Technology Goa, Ponda, Goa, India"],"raw_orcid":"https://orcid.org/0009-0003-9442-3441","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Goa, Ponda, Goa, India","institution_ids":["https://openalex.org/I4210112052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122815131","display_name":"Aritra Maji","orcid":null},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aritra Maji","raw_affiliation_strings":["Indian Institute of Technology Kharagpur, Kharagpur, India"],"raw_orcid":"https://orcid.org/0009-0000-9218-2670","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Kharagpur, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122767951","display_name":"Diganta Mondol","orcid":null},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Diganta Mondol","raw_affiliation_strings":["Indian Institute of Technology Kharagpur, Kharagpur, India"],"raw_orcid":"https://orcid.org/0009-0008-5323-0121","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Kharagpur, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011440310","display_name":"Partha Pratim Das","orcid":"https://orcid.org/0000-0003-1435-6051"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Partha Pratim Das","raw_affiliation_strings":["Indian Institute of Technology Kharagpur, Kharagpur, India"],"raw_orcid":"https://orcid.org/0000-0003-1435-6051","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Kharagpur, Kharagpur, India","institution_ids":["https://openalex.org/I145894827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011889540","display_name":"Paul Clough","orcid":"https://orcid.org/0000-0003-1739-175X"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paul D Clough","raw_affiliation_strings":["University of Sheffield, Sheffield, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-1739-175X","affiliations":[{"raw_affiliation_string":"University of Sheffield, Sheffield, United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086875394","display_name":"Srijoni Majumdar","orcid":"https://orcid.org/0000-0003-3935-4087"},"institutions":[{"id":"https://openalex.org/I145894827","display_name":"Indian Institute of Technology Kharagpur","ror":"https://ror.org/03w5sq511","country_code":"IN","type":"education","lineage":["https://openalex.org/I145894827"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Srijoni Majumdar","raw_affiliation_strings":["Indian Institute of Technology Kharagpur, Kharagpur, India and University of Leeds, Leeds, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-3935-4087","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Kharagpur, Kharagpur, India and University of Leeds, Leeds, United Kingdom","institution_ids":["https://openalex.org/I145894827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61457347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"9","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.8848000168800354,"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":0.8848000168800354,"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":0.02630000002682209,"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/T11675","display_name":"Open Source Software Innovations","score":0.010300000198185444,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/categorization","display_name":"Categorization","score":0.5360000133514404},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5067999958992004},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.48579999804496765},{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.4429999887943268},{"id":"https://openalex.org/keywords/reverse-engineering","display_name":"Reverse engineering","score":0.42320001125335693},{"id":"https://openalex.org/keywords/software-inspection","display_name":"Software inspection","score":0.39820000529289246},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.39259999990463257},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"Quality assurance","score":0.37880000472068787},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.36010000109672546}],"concepts":[{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5928000211715698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5824999809265137},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5360000133514404},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5067999958992004},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.48579999804496765},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.4429999887943268},{"id":"https://openalex.org/C207850805","wikidata":"https://www.wikidata.org/wiki/Q269608","display_name":"Reverse engineering","level":2,"score":0.42320001125335693},{"id":"https://openalex.org/C10272871","wikidata":"https://www.wikidata.org/wiki/Q929972","display_name":"Software inspection","level":5,"score":0.39820000529289246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39340001344680786},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.39259999990463257},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.37880000472068787},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.36010000109672546},{"id":"https://openalex.org/C101317890","wikidata":"https://www.wikidata.org/wiki/Q940053","display_name":"Software maintenance","level":4,"score":0.3538999855518341},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3499999940395355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34540000557899475},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3199000060558319},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3149999976158142},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.310699999332428},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.30649998784065247},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3041999936103821},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.29980000853538513},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.28790000081062317},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.2849000096321106},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.2777000069618225},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.2773999869823456},{"id":"https://openalex.org/C198140048","wikidata":"https://www.wikidata.org/wiki/Q10859422","display_name":"Software versioning","level":3,"score":0.27730000019073486},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.2768999934196472},{"id":"https://openalex.org/C152752567","wikidata":"https://www.wikidata.org/wiki/Q116877","display_name":"Code refactoring","level":3,"score":0.267300009727478},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.25519999861717224},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3777867.3778254","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777867.3778254","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th annual meeting of the Forum for Information Retrieval Evaluation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3777867.3778254","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777867.3778254","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th annual meeting of the Forum for Information Retrieval Evaluation","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4756089448928833,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2070111972","https://openalex.org/W2724265843","https://openalex.org/W3096757906","https://openalex.org/W4250195981","https://openalex.org/W4281755696","https://openalex.org/W4383751141","https://openalex.org/W4412637973","https://openalex.org/W4412764854","https://openalex.org/W4414997538"],"related_works":[],"abstract_inverted_index":{"The":[0,46,82,123],"primary":[1],"objective":[2],"of":[3,19,24,52,73,113],"the":[4,22,114],"Information":[5],"Retrieval":[6],"in":[7],"Software":[8],"Engineering":[9],"(IRSE)":[10],"track":[11],"is":[12],"to":[13,37,136],"construct":[14],"machine":[15],"learning":[16,118],"frameworks":[17],"capable":[18],"automatically":[20],"assessing":[21],"quality":[23],"source":[25],"code":[26,57],"comments.":[27],"This":[28],"initiative":[29],"centers":[30],"on":[31,64],"a":[32,71,110],"binary":[33],"classification":[34],"challenge":[35],"designed":[36],"categorize":[38],"comments":[39,53],"as":[40],"either":[41],"\"useful\"":[42],"or":[43],"\"not":[44],"useful\".":[45],"underlying":[47],"dataset":[48],"comprises":[49],"8,443":[50],"pairs":[51],"and":[54,75,98,120],"their":[55],"associated":[56],"snippets,":[58],"harvested":[59],"from":[60,87,91,95,100],"open-source":[61],"C-based":[62],"projects":[63],"GitHub.":[65],"In":[66],"total,":[67],"14":[68],"teams":[69,86],"representing":[70],"mix":[72],"universities":[74],"software":[76,137],"companies":[77],"contributed":[78],"45":[79],"experimental":[80],"submissions.":[81],"cohort":[83],"included":[84],"7":[85],"IIT":[88,92],"Kharagpur,":[89],"4":[90],"Goa,":[93],"2":[94],"SSRN":[96],"College,":[97],"1":[99],"Salesforce.":[101],"These":[102],"submissions":[103],"underwent":[104],"quantitative":[105],"evaluation":[106],"using":[107],"F1-Scores,":[108],"alongside":[109],"qualitative":[111],"analysis":[112],"engineered":[115],"features,":[116],"supervised":[117],"models,":[119],"hyper-parameters":[121],"utilized.":[122],"most":[124],"effective":[125],"solutions":[126],"predominantly":[127],"utilized":[128],"transformer":[129],"architectures":[130],"integrated":[131],"with":[132],"embedding":[133],"spaces":[134],"specific":[135],"development.":[138]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-01-13T00:00:00"}
