Coverage matrix

Benchmarks ร— 12 pipeline stages. Gaps reveal under-benchmarked segments.

BenchmarkVirtual CellDisease ModelingTarget IDHit IDLead ID / ADMETDevelopmental CandidateIND-enablingPhase IPhase IIPhase IIIClinical DevelopmentPost-market / RWE
ADMET-AIโ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
AMES (mutagenicity)โ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
ASAP Discovery Antiviral 2025โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
Boltz-1 Structure Prediction Benchmarkโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CAFA5โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CAMEO weekly targetsโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
canSARโ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CAPRI Roundsโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CASF-2016โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CASP15โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CASP16โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Cell Line Sensitivity Benchmark (CLSB)โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
ChEMBLโ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
ClawBio Skill Correctness Benchโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€“
ClinBench Quarterly (Insilico)โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€ขโ€“
ClinBench Quarterly โ€” Q2 2026โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€“
ClinToxโ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
CoV-AbDabโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CPTAC Proteogenomic Benchmarksโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“
CRISPR Outcome Prediction Benchmarkโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
CT-Outcome (TrialBench v2)โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“
CZ Virtual Cell Challengeโ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
DEKOIS 2.0โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
DepMap (Cancer Dependency Map)โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
DILI / LD50 Zhuโ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
DisGeNETโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
DMPK Integrated Benchmarkโ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
DOCKSTRINGโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
DrugComb 2.0 Synergy Benchmarkโ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
DUD-Eโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
FAERS (raw)โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ข
FLIPโ€“โ€“โ€ขโ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
Geneformer Evalโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
GNNBench-Drug 2026โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
GuacaMolโ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
hERG (cardio-tox) TDCโ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
HINT / TrialBenchโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€ขโ€“
IgLM / AntiBERTa benchmarksโ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
ISM Benchmarks: ADMET (Insilico)โ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
ISM Benchmarks: GPCRs (Insilico)โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
LINCS L1000 / CMapโ€ขโ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
LIT-PCBAโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Longevity Benchmark (Insilico)โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ข
Longevity Compound Benchmarkโ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
MatBenchโ€“โ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
MIMIC-IV Benchmark Tasksโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€ข
MoleculeACEโ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
MoleculeNetโ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
MOSESโ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
mRNA Design Benchmark (CodonBench 2026)โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
Obach PK Datasetโ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“
Observed Antibody Space (OAS)โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
OffSides / TWOSIDESโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ข
Open Problems: Perturbation Predictionโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Open Systems Pharmacology / PK-Simโ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“
Open Targets Platformโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
ORD Reaction Benchmarkโ€“โ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
PDBbindโ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
PEERโ€“โ€“โ€ขโ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
PerturbBenchโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
PINDERโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
PLINDERโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
PLINDER v2 Protein-Ligand Benchmarkโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Polaris ADMETโ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
Polaris Biologics (Polyreactivity / SEC / Tm)โ€“โ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
PoseBustersโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Practical Molecular Optimization (PMO)โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
PrimeKGโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Protein Design Benchmark 2026โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
Protein Language Model Eval 2026โ€ขโ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
ProteinGymโ€“โ€“โ€ขโ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
PubChem BioAssayโ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
RxRx3 Phenomics Benchmarkโ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
SAbDabโ€“โ€“โ€“โ€ขโ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
scGPT Evaluation Suiteโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
scImmuneBenchโ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
scPerturbโ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
SIDERโ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€ข
Simcyp Validation Setsโ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€ขโ€“โ€“โ€“
STRINGโ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
TAPEโ€“โ€“โ€ขโ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“
TargetBench (Insilico)โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
TDC ADMET Groupโ€“โ€“โ€“โ€“โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
TDC DrugSyn (OncoPolyPharm + DrugComb_NCI60)โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
Therapeutic Antibody Design Benchmark 2026โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“
Tox21โ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
ToxCastโ€“โ€“โ€“โ€“โ€ขโ€“โ€ขโ€“โ€“โ€“โ€“โ€“
Trial Outcome Prediction (TOP)โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“
USPTO-50K / USPTO-MIT (Retrosynthesis)โ€“โ€“โ€“โ€“โ€ขโ€ขโ€“โ€“โ€“โ€“โ€“โ€“
Virtual Cell Benchmark Suite 2026โ€ขโ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“โ€“
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