Mahal Systems

Overview › Benchmark catalog

MedCalc-Bench

Fits clinical decision-support assistants that must compute scores or doses from notes. Borrow the tolerance-band grading (plus or minus 5 percent for decimal outputs), the relevant-entities field for partial-credit diagnosis, and the 55 calculator taxonomy.

What it asks the agent to do

  • extract the needed values from a patient note
  • choose the right clinical calculator or scoring rule
  • compute the value (dose, score, risk, date) and report it

What to borrow from it

grading designcase template

Caveats

Single-turn question answering, not agentic; notes come from published PMC case reports, clinician-written vignettes and templates, so no live record; the authors now point to a corrected successor (MedCalc-Bench Verified) so v1 labels contain known errors; the 1,100 figure is the test split, a 10,543-instance training split also ships.

Details

Workloadshealthcare, knowledge qa, data analysis
Interactionsingle turn
Environmentstatic
End state checkedNo
Toolsnone in the standard setting; a code interpreter variant exists
Gradingexact match, programmatic check
Size1,100
Datamixed
Personal datanone
LicenseCC-BY-SA-4.0
Harnessinspect_evals, own repo
Statusactive

Links