Multimodal understanding / Benchmark leaderboard

MathVista

Mathematical reasoning in diagrams, figures and other visual contexts.

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 by task/category.

Execution requirements

Image-and-text reasoning model.

Scope and limitations

Not a substitute for spreadsheet execution or financial-document retrieval; label tool and visual input access.

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

Alibaba Qwen: Capability-aligned; adapter/access to qualify

Anthropic: Capability-aligned; adapter/access to qualify

Cohere: Direct component API + selected system adapters

DeepSeek: Capability-aligned; adapter/access to qualify

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

Hebbia: Capability-aligned; adapter/access to qualify

Meta: Capability-aligned; adapter/access to qualify

MiniMax: Capability-aligned; adapter/access to qualify

Mistral: Capability-aligned; adapter/access to qualify

OpenAI: Capability-aligned; adapter/access to qualify

Rogo: Capability-aligned; adapter/access to qualify

Z.ai: Capability-aligned; adapter/access to qualify

xAI: Capability-aligned; adapter/access to qualify