Mahal Systems

Overview › Benchmark catalog

NESTFUL

Fits agents that must pass results between tools in one plan (data pipelines, calculators, code helpers); borrow its label-and-reference format for nested calls and its metric ladder (API-name F1, parameter F1, partial and full sequence match, executed win rate).

What it asks the agent to do

  • write a sequence of API calls where one call's output feeds the next
  • name the right function and map parameters to earlier outputs
  • solve a math word problem with calculator-style tools
  • complete a coding task by composing Python helper functions

What to borrow from it

grading designcase template

Caveats

Only math and coding sources (MathQA, StarCoder2-Instruct), sequences were LLM-generated and filtered by execution, and there is no dialogue or user; the v1 RapidAPI-based subset differs from the v2 set the README now ships.

Details

Workloadstool calling
Interactionsingle turn
Environmentstatic
End state checkedNo
Tools40 executable math tools, 881+ executable Python functions
Gradingexact match, programmatic check
Size1,861
Datamixed
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

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