Scientific task · Property and function prediction

Protein-ligand functional efficacy prediction

Given a ligand and target structures, predict whether the ligand activates or inhibits the protein's function rather than whether it binds.

蛋白质-配体功能效应预测

ProteinSmall moleculeProperty and function prediction

Definition and search aliases

Permanent ID
protein-ligand-efficacy-prediction
Aliases
ligand efficacy prediction, ligand activation prediction
Deprecated aliases
None
Hierarchy
Leaf task under Molecular interaction and binding

Coverage

1 benchmark families cover this task

suitecomplete

ATOM3D

A living collection of eight curated 3D molecular-learning tasks spanning small molecules, protein interactions and mutations, ligand binding, and protein/RNA structure ranking.

Protein-ligand functional efficacy prediction

Evidence-backed count claims

Each row keeps its original unit and basis. Rows with different units or overlapping mappings are never added.

BenchmarkMapped taskCoverageCountVersionEvidence
ATOM3D
root: atom3d
Protein-ligand functional efficacy prediction
official-track · high
explicitly-in-scope1 tasks
Curated 3D benchmark datasets.
v0.2.6
as of 2026-07-22
atom3d-paper-definition-evidence

Official evaluations connected to these benchmarks

Runs are included only for benchmark records mapped here (and formal child tracks when a mapped suite is the root). A task mapping does not imply that every run isolates this task.

WorkProvider / classRelated runs
ATOM3D: Tasks On Molecules in Three DimensionsStanford University
benchmark_creator
atom3d-creator-full