Pipeline Stages

Benchmarks grouped by the 12 stages from virtual cell through clinical development.

Stage	#	Top 3
Virtual Cell	10	Protein Language Model Eval 2026, Virtual Cell Benchmark Suite 2026, Open Problems: Perturbation Prediction
Disease Modeling	11	Open Targets Platform, DepMap (Cancer Dependency Map), STRING
Target ID	20	Open Targets Platform, DepMap (Cancer Dependency Map), ProteinGym
Hit ID	33	SAbDab, Protein Language Model Eval 2026, ChEMBL
Lead ID / ADMET	33	TDC ADMET Group, SAbDab, ChEMBL
Developmental Candidate	15	SAbDab, ORD Reaction Benchmark, Practical Molecular Optimization (PMO)
IND-enabling	12	ProteinGym, ToxCast, ISM Benchmarks: ADMET (Insilico)
Phase I	3	Open Systems Pharmacology / PK-Sim, Obach PK Dataset, Simcyp Validation Sets
Phase II	5	ClinBench Quarterly (Insilico), CPTAC Proteogenomic Benchmarks, HINT / TrialBench
Phase III	5	MIMIC-IV Benchmark Tasks, ClinBench Quarterly (Insilico), HINT / TrialBench
Clinical Development	6	MIMIC-IV Benchmark Tasks, ClinBench Quarterly — Q2 2026, ClinBench Quarterly (Insilico)
Post-market / RWE	5	FAERS (raw), Longevity Benchmark (Insilico), MIMIC-IV Benchmark Tasks

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