Search and deep research / Benchmark leaderboard

FRAMES

Multi-hop factual retrieval and reasoning across source documents.

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

Answer accuracy, with reasoning-type slices.

Execution requirements

RAG/research pipeline with fixed retrieval conditions.

Scope and limitations

A useful diagnostic for synthesis, not proof of broad open-web coverage or private enterprise connector quality.

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

Cohere: Direct component API + selected system adapters

Exa: Research endpoint or composite system

Glean: Capability-aligned; adapter/access to qualify

Hebbia: Capability-aligned; adapter/access to qualify

Parallel: Research endpoint or composite system

Perplexity: Capability-aligned; adapter/access to qualify

Tavily: Research endpoint or composite system

Vectara: Capability-aligned; adapter/access to qualify

Writer: Capability-aligned; adapter/access to qualify

You.com: Research endpoint or composite system