Medical Evals AI

About / medicalevals.ai

A difficult question still needs a precise denominator.

MedXpertQA stresses expert medical knowledge and reasoning through separate text and multimodal examination tracks. We explain the construction choices behind its difficulty, inspect the difference between full and sampled evaluations, and preserve the conditions behind selected 2025 paper results. Our original analysis and task explorer help readers assess what the benchmark measures. We are independent of its creators and do not claim new experiments or a current frontier leaderboard.

Who this is for

This resource is written for evaluation leads designing and validating graders for medical AI outputs. Its scope is benchmark-specific analysis: what the published tasks measure, how scores are produced, and what the evidence can support.

  • Track boundaries. Text and MM use different question populations and option counts.
  • Population coverage. Full-test and sampled measurements need different labels.
  • Historical context. Model version, prompt and answer extraction remain part of every result.

Ownership and independence

Medical Evals AI is published by Arcophos. Arcophos also publishes other healthcare AI evaluation resources linked from this site. Those links are disclosed as related resources, not independent endorsements.

The site is not the official home of any third-party benchmark, regulator, hospital, or model developer discussed in its guides. Benchmark names and publication titles identify their respective authors’ work. Our checklists and interpretations are editorial material.

How to read this site

Start with a benchmark dossier, follow its original references, and use the analytical explorer to inspect the tasks or scoring assumptions. The planning worksheet remains available as a secondary tool. Each guide states a direct answer, develops its reasoning, and links supporting references.

These materials do not establish clinical efficacy, patient benefit, or regulatory compliance for any system. Our editorial method explains the boundaries.

Your worksheet data

Worksheet selections are stored in this browser on this device. They are not sent to Arcophos. You can reset selections at any time or download them as a text file. This site has no analytics or advertising scripts.

Contact and corrections

For a correction, include the page URL, the specific claim, and a link to the original evidence. Contact Arcophos ↗