slug,benchmark,n_labelled,group,frontier_model_reports,practice_suite,evaluation_suites,frontier_model_reports_by,overlap_with_rcq_task_mix,kind:Documentation & administration,kind:Knowledge retrieval,kind:Clinical reasoning,kind:Other,doc_admin,diagnosis,task:Documentation & workflow,task:Coding & administrative,task:Foundational knowledge,task:Drug information & pharmacotherapy,task:Treatment & management,task:Diagnosis & differential,task:Test & result interpretation,task:Procedural guidance,task:Patient education & communication,task:Other
aci_bench,ACI-Bench,120,practice,False,True,MEDIC; MedHELM; Medmarks,,0.351083,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000
ade_corpus,ADE corpus,23,practice,False,True,BRIDGE; MedS-Bench,,0.347613,0.000000,0.304348,0.000000,0.695652,0.000000,0.000000,0.000000,0.000000,0.000000,0.304348,0.000000,0.000000,0.000000,0.000000,0.000000,0.695652
bc4chemd,BC4CHEMD,200,other,False,False,MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
bc5cdr,BC5CDR,200,practice,False,True,ClinicBench; MedS-Bench,,0.253182,0.000000,0.010000,0.060000,0.930000,0.000000,0.060000,0.000000,0.000000,0.010000,0.000000,0.000000,0.060000,0.000000,0.000000,0.000000,0.930000
bioasq,BioASQ,200,frontier,True,False,MIRAGE,Anthropic,0.374207,0.000000,0.915000,0.050000,0.035000,0.000000,0.015000,0.000000,0.000000,0.605000,0.310000,0.035000,0.015000,0.000000,0.000000,0.000000,0.035000
biolord_concept_explanation,BioLORD concept explanation,200,other,False,False,MedS-Bench,,0.374116,0.010000,0.750000,0.005000,0.235000,0.010000,0.000000,0.010000,0.000000,0.745000,0.005000,0.000000,0.000000,0.000000,0.000000,0.005000,0.235000
brainmri_ais,BrainMRI-AIS,200,practice,False,True,BRIDGE,,0.031594,0.000000,0.000000,1.000000,0.000000,0.000000,0.005000,0.000000,0.000000,0.000000,0.000000,0.000000,0.005000,0.995000,0.000000,0.000000,0.000000
careqa,CareQA,200,other,False,False,Medmarks,,0.469708,0.005000,0.710000,0.115000,0.170000,0.005000,0.035000,0.000000,0.005000,0.665000,0.045000,0.075000,0.035000,0.005000,0.000000,0.000000,0.170000
clinicalnotes_upmc,ClinicalNotes-UPMC,200,practice,False,True,BRIDGE,,0.226261,0.000000,0.000000,0.020000,0.980000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.020000,0.000000,0.000000,0.980000
ddxplus,DDXPlus,200,other,False,False,MedS-Bench,,0.036921,0.000000,0.000000,1.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000
drug_interaction_for_emerging_drugs,Drug Interaction for Emerging Drugs,200,practice,False,True,ClinicBench,,0.141352,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000
ebm_nlp_pico_extraction,EBM-NLP PICO extraction,129,other,False,False,MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
ebmsummariser_justification_verification,EBMSummariser justification verification,110,other,False,False,MedS-Bench,,0.566412,0.000000,0.518182,0.163636,0.318182,0.000000,0.009091,0.000000,0.000000,0.363636,0.154545,0.154545,0.009091,0.000000,0.000000,0.000000,0.318182
ehrsql,EHRSQL,200,practice,False,True,MEDIC; MedHELM,,0.774438,0.390000,0.150000,0.155000,0.305000,0.390000,0.015000,0.365000,0.025000,0.020000,0.130000,0.015000,0.015000,0.125000,0.000000,0.000000,0.305000
first_do_noharm,First Do NOHARM,200,other,False,False,MAST,,0.240126,0.000000,0.165000,0.835000,0.000000,0.000000,0.320000,0.000000,0.000000,0.000000,0.165000,0.515000,0.320000,0.000000,0.000000,0.000000,0.000000
hallmarks_of_cancer,Hallmarks of Cancer,158,practice,False,True,ClinicBench; MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
head_qa,HEAD-QA,200,practice,False,True,MMedBench; MedHELM; MedS-Bench; Medmarks,,0.444776,0.000000,0.735000,0.115000,0.150000,0.000000,0.065000,0.000000,0.000000,0.675000,0.060000,0.035000,0.065000,0.005000,0.005000,0.005000,0.150000
healthbench,HealthBench,200,both,True,True,HealthBench; MEDIC; Medmarks,Alibaba; Anthropic; OpenAI,0.621395,0.145000,0.240000,0.495000,0.120000,0.145000,0.105000,0.115000,0.030000,0.105000,0.135000,0.340000,0.105000,0.020000,0.005000,0.025000,0.120000
healthbench_professional,HealthBench Professional,200,both,True,True,HealthBench,Anthropic,0.765829,0.250000,0.285000,0.375000,0.090000,0.250000,0.045000,0.240000,0.010000,0.145000,0.140000,0.265000,0.045000,0.040000,0.015000,0.010000,0.090000
healthcaremagic_100k,HealthCareMagic-100k,200,practice,False,True,BRIDGE,,0.356083,0.995000,0.000000,0.005000,0.000000,0.995000,0.000000,0.995000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.005000,0.000000
healthsearchqa,HealthSearchQA,200,frontier,True,False,MEDIC; MultiMedQA,Google,0.288750,0.000000,0.695000,0.295000,0.010000,0.000000,0.075000,0.000000,0.000000,0.675000,0.020000,0.190000,0.075000,0.000000,0.000000,0.030000,0.010000
human_disease_ontology_entity_explanation,Human Disease Ontology entity explanation,200,other,False,False,MedS-Bench,,0.152855,0.000000,0.995000,0.005000,0.000000,0.000000,0.000000,0.000000,0.000000,0.995000,0.000000,0.000000,0.000000,0.000000,0.000000,0.005000,0.000000
icliniq_10k,icliniq-10k,200,practice,False,True,BRIDGE,,0.356083,0.995000,0.000000,0.005000,0.000000,0.995000,0.005000,0.995000,0.000000,0.000000,0.000000,0.000000,0.005000,0.000000,0.000000,0.000000,0.000000
iu_x_ray_report_summarization,IU X-ray report summarization,200,practice,False,True,ClinicBench,,0.351083,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000
liveqa,LiveQA,104,frontier,True,False,MultiMedQA,Google,0.419333,0.000000,0.644231,0.346154,0.009615,0.000000,0.076923,0.000000,0.000000,0.269231,0.375000,0.201923,0.076923,0.009615,0.000000,0.057692,0.009615
longhealth,LongHealth,200,other,False,False,CLUE; Medmarks,,0.281594,0.015000,0.210000,0.770000,0.005000,0.015000,0.000000,0.015000,0.000000,0.115000,0.095000,0.020000,0.000000,0.745000,0.000000,0.005000,0.005000
m_arc,M-ARC,99,other,False,False,Medmarks,,0.232107,0.000000,0.090909,0.888889,0.020202,0.000000,0.090909,0.000000,0.000000,0.030303,0.060606,0.767677,0.090909,0.010101,0.000000,0.020202,0.020202
med_halt,Med-HALT,160,other,False,False,Medmarks,,0.478537,0.000000,0.637500,0.068750,0.293750,0.000000,0.043750,0.000000,0.000000,0.575000,0.062500,0.018750,0.043750,0.006250,0.000000,0.000000,0.293750
med_palm_2_adversarial_questions,Med-PaLM 2 adversarial questions,182,frontier,True,False,,Google,0.580362,0.049451,0.291209,0.313187,0.346154,0.049451,0.043956,0.049451,0.000000,0.230769,0.060440,0.131868,0.043956,0.000000,0.010989,0.126374,0.346154
medbullets,Medbullets,185,practice,False,True,MedHELM; Medmarks,,0.315802,0.000000,0.216216,0.783784,0.000000,0.000000,0.437838,0.000000,0.000000,0.070270,0.145946,0.340541,0.437838,0.005405,0.000000,0.000000,0.000000
medcalc_bench,MedCalc-Bench,200,practice,False,True,MEDIC; MedHELM; Medmarks,,0.290368,0.005000,0.110000,0.835000,0.050000,0.005000,0.095000,0.000000,0.005000,0.055000,0.055000,0.130000,0.095000,0.610000,0.000000,0.000000,0.050000
medcasereasoning,MedCaseReasoning,200,other,False,False,Medmarks,,0.036921,0.000000,0.000000,1.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000
medconceptsqa,MedConceptsQA,200,other,False,False,Medmarks,,0.010500,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000
meddialog,MedDialog,200,practice,False,True,MedHELM; Medmarks,,0.351083,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000
medec,MEDEC,200,practice,False,True,MEDIC; MedHELM; Medmarks,,0.288182,0.030000,0.005000,0.205000,0.760000,0.030000,0.195000,0.030000,0.000000,0.000000,0.005000,0.000000,0.195000,0.010000,0.000000,0.000000,0.760000
medexqa,MedExQA,200,other,False,False,Medmarks,,0.287855,0.000000,0.865000,0.065000,0.070000,0.000000,0.005000,0.000000,0.000000,0.860000,0.005000,0.045000,0.005000,0.005000,0.005000,0.005000,0.070000
medhallu,MedHallu,200,practice,False,True,MedHELM; Medmarks,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
medicationqa,MedicationQA,200,both,True,True,MEDIC; MedHELM; Medmarks; MultiMedQA,Google,0.301352,0.000000,0.955000,0.040000,0.005000,0.000000,0.000000,0.000000,0.000000,0.115000,0.840000,0.025000,0.000000,0.000000,0.005000,0.010000,0.005000
mediqa_2019_task2_rqe,MEDIQA 2019 Task 2 RQE,200,practice,False,True,BRIDGE,,0.258382,0.000000,0.030000,0.025000,0.945000,0.000000,0.000000,0.000000,0.000000,0.030000,0.000000,0.010000,0.000000,0.000000,0.000000,0.015000,0.945000
mediqa_qa,MEDIQA-QA,148,practice,False,True,MedHELM,,0.353345,0.000000,0.432432,0.527027,0.040541,0.000000,0.108108,0.000000,0.000000,0.378378,0.054054,0.331081,0.108108,0.000000,0.000000,0.087838,0.040541
medmcqa,MedMCQA,200,both,True,True,ClinicBench; MEDIC; MIRAGE; MedHELM; MedS-Bench; Medmarks; MultiMedQA,Anthropic; Google; OpenAI,0.474776,0.000000,0.740000,0.120000,0.140000,0.000000,0.060000,0.000000,0.000000,0.650000,0.090000,0.060000,0.060000,0.000000,0.000000,0.000000,0.140000
medqa,MedQA,200,both,True,True,ClinicBench; MEDIC; MIRAGE; MMedBench; MedHELM; MedS-Bench; Medmarks; MultiMedQA,Anthropic; Google; OpenAI,0.386629,0.000000,0.280000,0.715000,0.005000,0.000000,0.545000,0.000000,0.000000,0.160000,0.120000,0.155000,0.545000,0.010000,0.000000,0.005000,0.005000
medr_bench,MedR-Bench,200,other,False,False,Medmarks,,0.098774,0.000000,0.000000,1.000000,0.000000,0.000000,0.655000,0.000000,0.000000,0.000000,0.000000,0.345000,0.655000,0.000000,0.000000,0.000000,0.000000
medsafetybench,MedSafetyBench,200,other,False,False,MEDIC,,0.396196,0.155000,0.075000,0.170000,0.600000,0.155000,0.000000,0.025000,0.130000,0.050000,0.025000,0.070000,0.000000,0.000000,0.015000,0.085000,0.600000
medxpertqa,MedXpertQA,200,frontier,True,False,Medmarks,Alibaba,0.381629,0.000000,0.305000,0.680000,0.015000,0.000000,0.295000,0.000000,0.000000,0.200000,0.105000,0.370000,0.295000,0.010000,0.000000,0.005000,0.015000
meqsum,MeQSum,200,other,False,False,CLUE; MedS-Bench,,0.376083,0.975000,0.010000,0.005000,0.010000,0.975000,0.000000,0.975000,0.000000,0.010000,0.000000,0.000000,0.000000,0.000000,0.000000,0.005000,0.010000
mts_dialog,MTS-Dialog,200,practice,False,True,BRIDGE,,0.567344,0.620000,0.010000,0.000000,0.370000,0.620000,0.000000,0.620000,0.000000,0.010000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.370000
mtsamples,MTSamples,200,practice,False,True,BRIDGE; MedHELM; Medmarks,,0.278114,0.005000,0.000000,0.505000,0.490000,0.005000,0.000000,0.005000,0.000000,0.000000,0.000000,0.500000,0.000000,0.005000,0.000000,0.000000,0.490000
pharmacology_qa_for_emerging_drugs,Pharmacology QA for Emerging Drugs,200,practice,False,True,ClinicBench,,0.304207,0.000000,0.985000,0.000000,0.015000,0.000000,0.000000,0.000000,0.000000,0.415000,0.570000,0.000000,0.000000,0.000000,0.000000,0.000000,0.015000
pmc_patients_basic_information_extraction,PMC-Patients basic information extraction,200,other,False,False,MedS-Bench,,0.381261,0.170000,0.000000,0.005000,0.825000,0.170000,0.005000,0.170000,0.000000,0.000000,0.000000,0.000000,0.005000,0.000000,0.000000,0.000000,0.825000
pubhealth,PUBHEALTH,200,other,False,False,MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
pubhealthbench,PubHealthBench,200,other,False,False,Medmarks,,0.388181,0.005000,0.420000,0.565000,0.010000,0.005000,0.005000,0.000000,0.005000,0.265000,0.155000,0.530000,0.005000,0.000000,0.005000,0.025000,0.010000
pubmedqa,PubMedQA,200,both,True,True,ClinicBench; MEDIC; MIRAGE; MedHELM; MedS-Bench; Medmarks; MultiMedQA,Anthropic; Google,0.425710,0.000000,0.315000,0.115000,0.570000,0.000000,0.000000,0.000000,0.000000,0.310000,0.005000,0.040000,0.000000,0.075000,0.000000,0.000000,0.570000
racebias,RaceBias,167,practice,False,True,MedHELM,,0.254165,0.000000,0.041916,0.005988,0.952096,0.000000,0.000000,0.000000,0.000000,0.041916,0.000000,0.000000,0.000000,0.005988,0.000000,0.000000,0.952096
rct_text,RCT-Text,100,other,False,False,MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
sct_bench,SCT-Bench,174,other,False,False,MAST; Medmarks,,0.167740,0.000000,0.045977,0.931034,0.022989,0.000000,0.545977,0.000000,0.000000,0.000000,0.045977,0.385057,0.545977,0.000000,0.000000,0.000000,0.022989
species_800,Species-800,200,other,False,False,MedS-Bench,,0.206261,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000
usmle_practice_questions,USMLE practice questions,200,frontier,True,False,,Anthropic,0.315895,0.000000,0.190000,0.805000,0.005000,0.000000,0.505000,0.000000,0.000000,0.115000,0.075000,0.240000,0.505000,0.010000,0.000000,0.050000,0.005000