{"id":"https://openalex.org/W4281610068","doi":"https://doi.org/10.18293/seke2022-022","title":"Contrastive Learning for Multi-Modal Automatic Code Review","display_name":"Contrastive Learning for Multi-Modal Automatic Code Review","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4281610068","doi":"https://doi.org/10.18293/seke2022-022"},"language":"en","primary_location":{"id":"doi:10.18293/seke2022-022","is_oa":true,"landing_page_url":"http://doi.org/10.18293/seke2022-022","pdf_url":"https://doi.org/10.18293/seke2022-022","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.18293/seke2022-022","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058062309","display_name":"Bingting Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I4390039265","display_name":"PRG S&Tech (South Korea)","ror":"https://ror.org/02sr2ee22","country_code":null,"type":"company","lineage":["https://openalex.org/I4390039265"]},{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingting Wu","raw_affiliation_strings":["School of Computer Science and Technology","Soochow University Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology","institution_ids":["https://openalex.org/I4390039265"]},{"raw_affiliation_string":"Soochow University Suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100782565","display_name":"Xiaofang Zhang","orcid":"https://orcid.org/0000-0002-8667-0456"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]},{"id":"https://openalex.org/I4390039265","display_name":"PRG S&Tech (South Korea)","ror":"https://ror.org/02sr2ee22","country_code":null,"type":"company","lineage":["https://openalex.org/I4390039265"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaofang Zhang","raw_affiliation_strings":["Soochow University Suzhou, China","School of Computer Science and Technology"],"affiliations":[{"raw_affiliation_string":"Soochow University Suzhou, China","institution_ids":["https://openalex.org/I3923682"]},{"raw_affiliation_string":"School of Computer Science and Technology","institution_ids":["https://openalex.org/I4390039265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100782565"],"corresponding_institution_ids":["https://openalex.org/I3923682","https://openalex.org/I4390039265"],"apc_list":null,"apc_paid":null,"fwci":0.9548,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79566792,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2022","issue":null,"first_page":"54","last_page":"59"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9984999895095825,"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":0.9984999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8148475289344788},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.7570772171020508},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6250045895576477},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.6165235042572021},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6104092597961426},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.607119619846344},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.5730513334274292},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5260760188102722},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5057728290557861},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4691535234451294},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.46432772278785706},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41284382343292236},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40640777349472046},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3523397743701935},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.24494054913520813},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1322818398475647},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.0868818461894989}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8148475289344788},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7570772171020508},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6250045895576477},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.6165235042572021},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6104092597961426},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.607119619846344},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.5730513334274292},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5260760188102722},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5057728290557861},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4691535234451294},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.46432772278785706},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41284382343292236},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40640777349472046},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3523397743701935},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.24494054913520813},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1322818398475647},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0868818461894989},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.18293/seke2022-022","is_oa":true,"landing_page_url":"http://doi.org/10.18293/seke2022-022","pdf_url":"https://doi.org/10.18293/seke2022-022","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2205.14289","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2205.14289","pdf_url":"https://arxiv.org/pdf/2205.14289","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"}],"best_oa_location":{"id":"doi:10.18293/seke2022-022","is_oa":true,"landing_page_url":"http://doi.org/10.18293/seke2022-022","pdf_url":"https://doi.org/10.18293/seke2022-022","source":{"id":"https://openalex.org/S4220650826","display_name":"Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering","issn_l":"2325-9000","issn":["2325-9000","2325-9086"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Conferences on Software Engineering and Knowledge Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1007721318","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320327518","funder_display_name":"Priority Academic Program Development of Jiangsu Higher Education Institutions"},{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1276726121","display_name":null,"funder_award_id":"61972289","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1884936576","display_name":null,"funder_award_id":"61832009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3639745943","display_name":null,"funder_award_id":"61872177","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G374735950","display_name":null,"funder_award_id":"61772263","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G648607753","display_name":null,"funder_award_id":"61972289, 61832009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327518","display_name":"Priority Academic Program Development of Jiangsu Higher Education Institutions","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281610068.pdf","grobid_xml":"https://content.openalex.org/works/W4281610068.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1512847993","https://openalex.org/W1998900885","https://openalex.org/W2091990486","https://openalex.org/W2151979607","https://openalex.org/W2290790037","https://openalex.org/W2640408555","https://openalex.org/W2767894015","https://openalex.org/W2894923858","https://openalex.org/W2904997879","https://openalex.org/W2955426500","https://openalex.org/W2965373594","https://openalex.org/W2971220558","https://openalex.org/W2995229924","https://openalex.org/W3005680577","https://openalex.org/W3014394502","https://openalex.org/W3156636935","https://openalex.org/W4221166475","https://openalex.org/W4235786747","https://openalex.org/W4246032972","https://openalex.org/W6929756298"],"related_works":["https://openalex.org/W3082178636","https://openalex.org/W2782041652","https://openalex.org/W2952088488","https://openalex.org/W2612657834","https://openalex.org/W2392157706","https://openalex.org/W1950940422","https://openalex.org/W4283822356","https://openalex.org/W2129146436","https://openalex.org/W2032507829","https://openalex.org/W2147282173"],"abstract_inverted_index":{"Automatic":[0,44],"code":[1,26,92],"review":[2],"(ACR),":[3],"aiming":[4],"to":[5,28,79],"relieve":[6],"manual":[7],"inspection":[8],"costs,":[9],"is":[10],"an":[11],"indispensable":[12],"and":[13,95],"essential":[14],"task":[15],"in":[16,64],"software":[17],"engineering.":[18],"The":[19,54],"existing":[20],"works":[21],"only":[22],"use":[23,104],"the":[24,30,33,50,62,82,105],"source":[25],"fragments":[27],"predict":[29],"results,":[31],"missing":[32],"exploitation":[34],"of":[35,56,90],"developer's":[36],"comments.":[37],"Thus,":[38],"we":[39,70,103],"present":[40],"a":[41,72,91,96],"Multi-Modal":[42,51,76,83],"Apache":[43],"Code":[45],"Review":[46],"dataset":[47,58],"(MACR)":[48],"for":[49],"ACR":[52,84],"task.":[53,85],"release":[55],"this":[57,65],"would":[59],"push":[60],"forward":[61],"research":[63],"field.":[66],"Based":[67],"on":[68],"it,":[69],"propose":[71],"Contrastive":[73],"Learning":[74],"based":[75],"Network":[77],"(CLMN)":[78],"deal":[80],"with":[81],"Concretely,":[86],"our":[87],"model":[88],"consists":[89],"encoding":[93,98],"module":[94],"text":[97],"module.":[99],"For":[100],"each":[101],"module,":[102],"dropout":[106],"operation":[107],"as":[108],"minimal":[109],"data":[110],"augmentation.":[111]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
