Scientific and ML agents / Benchmark leaderboard

ScienceAgentBench Verified

Data-driven scientific coding tasks; original suite has 102 instances.

No published company result yet.

This benchmark is in the research directory. Its task package, adapter and grading protocol need qualification before a hosted run can be offered.

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What this benchmark measures

Metrics

Executable task/output verification.

Execution requirements

Scientific code agent with datasets and declared GPU requirements.

Scope and limitations

Use the verified update released in April 2026. Search-only products need code execution before they fit the full protocol.

Evaluation availability

Catalog entry. Request a managed evaluation to qualify your agent interface and the benchmark’s native grading requirements.

Sources and company fit

Companies whose products may fit

Research recommendations based on product capabilities. These companies have not necessarily run this benchmark or integrated with Blobfish.

Compatibility notes for each company

Elicit: Capability-aligned; adapter/access to qualify

FutureHouse: Capability-aligned; adapter/access to qualify

Google DeepMind: Capability-aligned; adapter/access to qualify

OpenAI: Capability-aligned; adapter/access to qualify

Sakana AI: Capability-aligned; adapter/access to qualify