Contact Sales

Robot Learning Benchmarks

Standardized evaluation for robot manipulation — RLBench, LIBERO, CALVIN, and more. Success rates, task completion, evaluation metrics.

Live Data

Robotics Benchmark LeaderboardsLive

Real-time rankings from Papers with Code, updated daily across manipulation, locomotion, and navigation tasks.

Loading leaderboard data…

Collection

Simulation Benchmark Track

Task suites for reproducible simulation-first evaluation.

Collection

Real-Robot Evaluation

Benchmarks focused on embodied deployment and robustness.

Collection

Language-Conditioned Tasks

Benchmarks that stress instruction grounding and task composition.

Quick Browse

Popular Categories

Fast Tags

Popular Tags

Category
Tag
Evaluation

Benchmarks for Manipulation

1 benchmark match current filters.

Simulation

CALVIN

Simulationlanguage-conditionedlong-horizon

Composing Actions from Language and Vision. Long-horizon, language-conditioned. RoboFlamingo strong baseline.

View benchmark →
Linked Assets

Suggested Models & Datasets

Suggested stack based on selected benchmark type.

Model

Browse Comparable Open Models

Open resource

Dataset

Browse Benchmark-Compatible Datasets

Open resource

Comparable Metrics

Benchmarks are grouped for apples-to-apples performance checks.

Real vs Sim Coverage

Evaluate both controlled and deployment-oriented settings.

Model Mapping

Each benchmark path links to compatible model families.

Execution Support

Support for data capture and evaluation operations when needed.

Need Evaluation or Data for Your Benchmark?

We provide data collection and real-world evaluation support.

Data ServicesContact Us
Continue the loop

Benchmarks compare policies in sim; our eval loop scores them on physical rigs.