{"id":"https://openalex.org/W4412888579","doi":"https://doi.org/10.18653/v1/2025.findings-acl.305","title":"MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios","display_name":"MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412888579","doi":"https://doi.org/10.18653/v1/2025.findings-acl.305"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.305","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.305","pdf_url":"https://aclanthology.org/2025.findings-acl.305.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-acl.305.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100928377","display_name":"Jinyang Huang","orcid":"https://orcid.org/0000-0001-5483-2812"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JinYang Huang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066977101","display_name":"Xiachong Feng","orcid":"https://orcid.org/0000-0002-4761-7484"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiachong Feng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103207823","display_name":"Qiguang Chen","orcid":"https://orcid.org/0000-0002-9154-7858"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiguang Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Hanjie Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hanjie Zhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zihui Cheng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zihui Cheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090878267","display_name":"Jie Bai","orcid":"https://orcid.org/0000-0002-6953-4698"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiesong Bai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079408382","display_name":"Jingxuan Zhou","orcid":"https://orcid.org/0000-0002-8120-1394"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingxuan Zhou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400762","display_name":"Min Li","orcid":"https://orcid.org/0000-0002-9366-2390"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5092102582","display_name":"L. Q. Qin","orcid":"https://orcid.org/0009-0005-1142-7397"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Libo Qin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0381,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93196676,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"5866","last_page":"5879"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.983299970626831,"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/benchmarking","display_name":"Benchmarking","score":0.8927329182624817},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.800954282283783},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7784746885299683},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.614781379699707},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5684649348258972},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.43148523569107056},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3211185336112976}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8927329182624817},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.800954282283783},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7784746885299683},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.614781379699707},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5684649348258972},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.43148523569107056},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3211185336112976},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.305","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.305","pdf_url":"https://aclanthology.org/2025.findings-acl.305.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.305","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.305","pdf_url":"https://aclanthology.org/2025.findings-acl.305.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412888579.pdf","grobid_xml":"https://content.openalex.org/works/W4412888579.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W2284465472","https://openalex.org/W2291782699","https://openalex.org/W1993948687","https://openalex.org/W2000169967","https://openalex.org/W2061417947"],"abstract_inverted_index":{"Code":[0],"debugging":[1,64,114,129],"is":[2],"a":[3,58,77,91],"crucial":[4],"task":[5],"in":[6,18,42,127],"software":[7],"engineering,":[8],"which":[9],"attracts":[10],"increasing":[11],"attention.While":[12],"remarkable":[13],"success":[14],"has":[15],"been":[16],"made":[17],"the":[19,31,38,50,123],"era":[20],"of":[21,80,94,125],"large":[22],"language":[23],"models":[24],"(LLMs),":[25],"current":[26,106],"research":[27],"still":[28,108],"focuses":[29],"on":[30],"simple":[32],"nolibrary":[33],"or":[34],"single-library":[35],"setting,":[36],"ignoring":[37],"complex":[39],"multi-library":[40,67,81,116,128],"scenario":[41,130],"real-world":[43],"applications.To":[44],"address":[45],"this":[46,119],"limitation,":[47],"we":[48,89],"make":[49],"first":[51],"attempt":[52],"to":[53,62,110],"introduce":[54],"MLDebugging":[55,70,95],"(Multi-Library":[56],"Debugging),":[57],"comprehensive":[59],"benchmark":[60],"designed":[61],"assess":[63],"challenges":[65],"within":[66],"Python":[68,74],"code.Specifically,":[69],"encompasses":[71],"126":[72],"distinct":[73,87],"libraries,":[75],"covering":[76],"wide":[78],"range":[79],"code":[82,113],"issues,":[83],"categorized":[84],"into":[85],"seven":[86],"types.Furthermore,":[88],"conduct":[90],"thorough":[92],"evaluation":[93],"using":[96],"both":[97],"mainstream":[98],"open-source":[99],"and":[100,103,131],"closedsource":[101],"LLMs":[102,107,126],"highlight":[104],"that":[105],"struggle":[109],"correctly":[111],"perform":[112],"across":[115],"scenarios.We":[117],"hope":[118],"work":[120],"can":[121],"uncover":[122],"potential":[124],"offer":[132],"insights":[133],"for":[134],"future":[135],"research.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
