Document parsing and extraction / Benchmark leaderboard

ChartQA

Visual and numerical reasoning about chart images.

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

Relaxed answer accuracy under the published protocol.

Execution requirements

Vision-language model or chart-aware document assistant.

Scope and limitations

Report human-written and generated question subsets; preserve chart resolution and access to underlying tables.

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

ABBYY: Direct document API after output mapping

Extend: Direct document API after output mapping

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

Hebbia: Capability-aligned; adapter/access to qualify

Instabase: Direct document API after output mapping

LlamaIndex: Direct document API after output mapping

Mistral: Capability-aligned; adapter/access to qualify

OpenAI: Capability-aligned; adapter/access to qualify

Reducto: Direct document API after output mapping

Rogo: Capability-aligned; adapter/access to qualify

Rossum: Direct document API after output mapping

Unstructured: Direct document API after output mapping