{"id":"https://openalex.org/W7133856834","doi":"https://doi.org/10.48550/arxiv.2603.03334","title":"The CompMath-MCQ Dataset: Are LLMs Ready for Higher-Level Math?","display_name":"The CompMath-MCQ Dataset: Are LLMs Ready for Higher-Level Math?","publication_year":2026,"publication_date":"2026-02-11","ids":{"openalex":"https://openalex.org/W7133856834","doi":"https://doi.org/10.48550/arxiv.2603.03334"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.03334","is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","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":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115861169","display_name":"Bianca Raimondi","orcid":"https://orcid.org/0009-0002-1562-7722"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raimondi, Bianca","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120803420","display_name":"Francesco Pivi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pivi, Francesco","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019031326","display_name":"Davide Evangelista","orcid":"https://orcid.org/0000-0001-6261-7717"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Evangelista, Davide","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5025039355","display_name":"Maurizio Gabbrielli","orcid":"https://orcid.org/0000-0003-0609-8662"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gabbrielli, Maurizio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"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/T13523","display_name":"Mathematics, Computing, and Information Processing","score":0.4153999984264374,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T13523","display_name":"Mathematics, Computing, and Information Processing","score":0.4153999984264374,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.04520000144839287,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14079","display_name":"Mathematics Education and Programs","score":0.042100001126527786,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6589000225067139},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.44269999861717224},{"id":"https://openalex.org/keywords/scientific-reasoning","display_name":"Scientific reasoning","score":0.42809998989105225},{"id":"https://openalex.org/keywords/computational-model","display_name":"Computational model","score":0.3560999929904938},{"id":"https://openalex.org/keywords/automated-reasoning","display_name":"Automated reasoning","score":0.35350000858306885},{"id":"https://openalex.org/keywords/mathematical-logic","display_name":"Mathematical logic","score":0.3334999978542328}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6589000225067139},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4586000144481659},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.44269999861717224},{"id":"https://openalex.org/C2992562121","wikidata":"https://www.wikidata.org/wiki/Q3817808","display_name":"Scientific reasoning","level":2,"score":0.42809998989105225},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.35850000381469727},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.3560999929904938},{"id":"https://openalex.org/C195344581","wikidata":"https://www.wikidata.org/wiki/Q2555318","display_name":"Automated reasoning","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3402000069618225},{"id":"https://openalex.org/C47884741","wikidata":"https://www.wikidata.org/wiki/Q1166618","display_name":"Mathematical logic","level":2,"score":0.3334999978542328},{"id":"https://openalex.org/C76969082","wikidata":"https://www.wikidata.org/wiki/Q486902","display_name":"Mathematical model","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3005000054836273},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2883000075817108},{"id":"https://openalex.org/C97364631","wikidata":"https://www.wikidata.org/wiki/Q484284","display_name":"Deductive reasoning","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.26989999413490295},{"id":"https://openalex.org/C206880738","wikidata":"https://www.wikidata.org/wiki/Q431667","display_name":"Automated theorem proving","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.260699987411499},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.03334","is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.03334","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.03334","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":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.03334","is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7571017146110535}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,47,107],"evaluation":[1,137],"of":[2,50,57,85,93,109],"Large":[3],"Language":[4],"Models":[5],"(LLMs)":[6],"on":[7,13,39,117],"mathematical":[8,41,150],"reasoning":[9,42,151],"has":[10],"largely":[11],"focused":[12],"elementary":[14],"problems,":[15],"competition-style":[16],"questions,":[17],"or":[18],"formal":[19],"theorem":[20],"proving,":[21],"leaving":[22],"graduate-level":[23,58],"and":[24,70,101,135],"computational":[25,149],"mathematics":[26],"relatively":[27],"underexplored.":[28],"We":[29,156],"introduce":[30],"CompMath-MCQ,":[31],"a":[32,44,114,127,153],"new":[33],"benchmark":[34],"dataset":[35,48,131],"for":[36,79],"assessing":[37],"LLMs":[38,145],"advanced":[40,148],"in":[43],"multiple-choice":[45,128],"setting.":[46],"consists":[49],"1{,}500":[51],"originally":[52],"authored":[53],"questions":[54,97,110],"by":[55,121],"professors":[56],"courses,":[59],"covering":[60],"topics":[61],"including":[62],"Linear":[63],"Algebra,":[64],"Numerical":[65],"Optimization,":[66],"Vector":[67],"Calculus,":[68],"Probability,":[69],"Python-based":[71],"scientific":[72],"computing.":[73],"Three":[74],"option":[75],"choices":[76],"are":[77,98],"provided":[78],"each":[80],"question,":[81],"with":[82,143],"exactly":[83],"one":[84],"them":[86],"being":[87],"correct.":[88],"To":[89],"ensure":[90],"the":[91,160],"absence":[92],"data":[94],"leakage,":[95],"all":[96],"newly":[99],"created":[100],"not":[102],"sourced":[103],"from":[104],"existing":[105],"materials.":[106],"validity":[108],"is":[111],"verified":[112],"through":[113,138],"procedure":[115],"based":[116],"cross-LLM":[118],"disagreement,":[119],"followed":[120],"manual":[122],"expert":[123],"review.":[124],"By":[125],"adopting":[126],"format,":[129],"our":[130],"enables":[132],"objective,":[133],"reproducible,":[134],"bias-free":[136],"lm_eval":[139],"library.":[140],"Baseline":[141],"results":[142],"state-of-the-art":[144],"indicate":[146],"that":[147],"remains":[152],"significant":[154],"challenge.":[155],"release":[157],"CompMath-MCQ":[158],"at":[159],"following":[161],"link:":[162],"https://github.com/biancaraimondi/CompMath-MCQ.git":[163]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-06T00:00:00"}