Mahal Systems

Overview › Benchmark catalog

MedHELM

Fits any medical assistant whose team needs a map of clinical task categories. Borrow the clinician-validated taxonomy (5 categories, 22 subcategories, 121 tasks), the LLM-jury scoring validated against clinician ratings, and the public, gated and private access tiers.

What it asks the agent to do

  • support a diagnosis or treatment plan from a patient record
  • generate a clinical note, report or care plan
  • write patient education or a patient-provider message
  • answer a medical research or literature question
  • handle an administrative task such as scheduling or billing

What to borrow from it

taxonomygrading designbaseline

Caveats

A suite of 35 existing and new benchmarks, none agentic; many scenarios are gated (PhysioNet, Redivis) or private to Stanford Health Care so outsiders can only run the public subset; leaderboard is not open to submissions; Python 3.10 only.

Details

Workloadshealthcare, documents, knowledge qa, research
Interactionsingle turn
Environmentstatic
End state checkedNo
Toolsnone
Gradingllm judge, exact match, programmatic check
SizeNot published
Datamixed
Personal datapossible
LicenseApache-2.0
Harnessown repo
Statusactive

Links