Mahal Systems

Overview › Benchmark catalog

BioProBench

Fits lab-assistant or protocol-writing agents that must respect procedural order, quantities and safety steps. Borrow the five task shapes (QA, ordering, error correction, generation, reasoning) and the step recall and Kendall tau metrics for ordered procedures.

What it asks the agent to do

  • answer a question about a wet-lab protocol
  • put shuffled protocol steps in the right order
  • find and fix an error in a protocol
  • write a full protocol from a goal
  • reason about why a protocol step is needed

What to borrow from it

case templatetaxonomygrading design

Caveats

Text-only, no robot or lab environment; non-commercial license; the huge instance count is auto-derived from 22k protocols, so quality is uneven and the held-out test size is not stated in the README; generation is scored with BLEU and keyword overlap.

Details

Workloadsscience, knowledge qa, planning
Interactionsingle turn
Environmentstatic
End state checkedNo
Toolsnone
Gradingexact match, programmatic check
Size523,784
Datareal scraped
Personal datanone
LicenseCC-BY-NC-4.0
Harnessown repo
Statusactive

Links