Multilingual medical benchmark covering six widely spoken languages, built to widen access beyond English.

XMedBench is a benchmark in healthcare AI. Multilingual medical benchmark covering six widely spoken languages, built to widen access beyond English. Scores are reported as: Percent accuracy per language.

Audited by MedCheckWang et al., 2024

Key facts

What it measuresMultilingual medical benchmark covering six widely spoken languages, built to widen access beyond English.
Who should careTeams deploying outside English-speaking markets.
Use it whenCross-language medical capability comparison.
Do not use it forDepth in any single language.
Score scalePercent accuracy per language.
Grader methodunknown
First released2024
LanguagesEnglish, Chinese, Spanish, French, Hindi, Arabic
Use casesexam knowledge, equity
CitationWang et al., 2024
Statusactive

Paper

Frequently asked questions

What does XMedBench measure?

Multilingual medical benchmark covering six widely spoken languages, built to widen access beyond English.

Who should use XMedBench?

Teams deploying outside English-speaking markets. Cross-language medical capability comparison.

What should XMedBench not be used for?

Depth in any single language.

How are XMedBench scores reported?

Percent accuracy per language. Scores from different benchmarks are not comparable to each other.

Is XMedBench independent?

No conflicts of interest have been verified for XMedBench in this registry as of 2026-08-05. Absence of a recorded conflict means none has been verified, not that none exists.

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CMB

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CMExam

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COGNET-MD

Evaluation framework and dataset covering several medical specialties, built around clinician-style diagnostic

HeadQA

Spanish healthcare specialization exam questions requiring multi-step reasoning.

Last verified 2026-08-05. Governance and conflict data compiled by Healthcare Discovery from primary sources, each linked above. Seed inventory from Ma et al., Beyond the Leaderboard, ACL 2026. How we verify · All 63 entities