{"id":"https://openalex.org/W4405562088","doi":"https://doi.org/10.48550/arxiv.2412.12471","title":"Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations","display_name":"Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations","publication_year":2024,"publication_date":"2024-12-17","ids":{"openalex":"https://openalex.org/W4405562088","doi":"https://doi.org/10.48550/arxiv.2412.12471"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2412.12471","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.12471","pdf_url":"https://arxiv.org/pdf/2412.12471","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.12471","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030601126","display_name":"Ruchit Rawal","orcid":"https://orcid.org/0000-0003-1794-9573"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rawal, Ruchit","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017276574","display_name":"Victor-Alexandru P\u0103durean","orcid":"https://orcid.org/0009-0000-7903-6054"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"P\u0103durean, Victor-Alexandru","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054951840","display_name":"Sven Apel","orcid":"https://orcid.org/0000-0003-3687-2233"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Apel, Sven","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027711113","display_name":"Adish Singla","orcid":"https://orcid.org/0000-0001-9922-0668"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Singla, Adish","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5072973927","display_name":"Mariya Toneva","orcid":"https://orcid.org/0000-0002-2407-9871"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Toneva, Mariya","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030601126"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T13650","display_name":"Computational Physics and Python Applications","score":0.9819999933242798,"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"}},"topics":[{"id":"https://openalex.org/T13650","display_name":"Computational Physics and Python Applications","score":0.9819999933242798,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9517999887466431,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/python","display_name":"Python (programming language)","score":0.9015144109725952},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6358287930488586},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.5355434417724609}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.9015144109725952},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6358287930488586},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.5355434417724609}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2412.12471","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.12471","pdf_url":"https://arxiv.org/pdf/2412.12471","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:doi:10.22028/d291-47011","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"conferenceObjectPart"},{"id":"doi:10.48550/arxiv.2412.12471","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2412.12471","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.12471","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.12471","pdf_url":"https://arxiv.org/pdf/2412.12471","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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3032849772","display_name":null,"funder_award_id":"TRR 248","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5443414827","display_name":"A Neuroscientific Foundation of Program Comprehension","funder_award_id":"101052182","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8329280045","display_name":"Machine-Assisted Teaching for Open-Ended Problem Solving: Foundations and Applications","funder_award_id":"101039090","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G890954746","display_name":null,"funder_award_id":"389792660","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405562088.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W1699080303","https://openalex.org/W4297799326","https://openalex.org/W2207495067","https://openalex.org/W1906486629"],"abstract_inverted_index":{"With":[0],"the":[1,34,107,112,117,134,164,170,181,202,221,225,229,251,260],"recent":[2],"advances":[3],"in":[4,30,121,204,211],"AI":[5],"programming":[6,12,18,39,73,239,252],"assistants":[7],"such":[8],"as":[9],"GitHub":[10],"Copilot,":[11],"is":[13,57,77,84,90],"not":[14],"limited":[15],"to":[16,54,58,61,245,259],"classical":[17],"languages":[19],"anymore--programming":[20],"tasks":[21],"can":[22,81],"also":[23],"be":[24],"expressed":[25],"and":[26,48,65,70,92,106,144,151,153,186,196,224,254,264],"solved":[27],"by":[28,249],"end-users":[29,56],"natural":[31,205],"text.":[32,206],"Despite":[33],"availability":[35],"of":[36,88,110,119,136,139,156,228],"this":[37,94,122],"new":[38],"modality,":[40],"users":[41,157,190],"still":[42],"face":[43],"difficulties":[44],"with":[45,257],"algorithmic":[46,113,165,230],"understanding":[47,111,160,227],"program":[49,97,148,171,203,222],"debugging.":[50],"One":[51],"promising":[52],"approach":[53],"support":[55,244],"provide":[59,242],"hints":[60,80,120,140,216,256],"help":[62,217],"them":[63],"find":[64,168],"fix":[66],"bugs":[67,198],"while":[68],"forming":[69],"improving":[71,212],"their":[72],"capabilities.":[74],"While":[75],"it":[76,83],"plausible":[78],"that":[79,169,241],"help,":[82],"unclear":[85],"which":[86],"type":[87],"hint":[89],"helpful":[91,210],"how":[93],"depends":[95],"on":[96,180,220],"representations":[98,149],"(classic":[99],"source":[100],"code":[101],"or":[102,161],"a":[103,126,177],"textual":[104],"representation)":[105],"user's":[108,226,261],"capability":[109],"task.":[114,231],"To":[115],"understand":[116],"role":[118],"space,":[123],"we":[124],"conduct":[125],"large-scale":[127],"crowd-sourced":[128],"study":[129],"involving":[130],"753":[131],"participants":[132],"investigating":[133],"effect":[135],"three":[137],"types":[138],"(test":[141],"cases,":[142],"conceptual,":[143],"detailed),":[145],"across":[146],"two":[147,154],"(Python":[150,173],"text-based),":[152],"groups":[155],"(with":[158],"clear":[159],"confusion":[162],"about":[163],"task).":[166],"We":[167],"representation":[172,223],"vs.":[174],"text)":[175],"has":[176],"significant":[178],"influence":[179],"users'":[182],"accuracy":[183],"at":[184,194],"finding":[185,195],"fixing":[187,197],"bugs.":[188],"Surprisingly,":[189],"are":[191,208],"more":[192],"accurate":[193],"when":[199],"they":[200],"see":[201],"Hints":[207],"generally":[209],"accuracy,":[213],"but":[214],"different":[215],"differently":[218],"depending":[219],"These":[232],"findings":[233],"have":[234],"implications":[235],"for":[236,247],"designing":[237],"next-generation":[238],"tools":[240],"personalized":[243],"users,":[246],"example,":[248],"adapting":[250],"modality":[253],"providing":[255],"respect":[258],"skill":[262],"level":[263],"understanding.":[265]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2024-12-19T00:00:00"}
