Mahal Systems

Overview › Benchmark catalog

Spider2-V

Fits agents that operate data tools through a GUI or mixed GUI plus code, such as a pipeline operator or warehouse admin assistant. Borrow its per-task evaluation functions and the VM built on OSWorld with human-validation scripts.

What it asks the agent to do

  • complete a data engineering task inside a desktop app by clicking and typing
  • write SQL or Python in tools such as BigQuery, dbt, Airbyte, Dagster or Snowflake
  • follow tool documentation to configure a pipeline or warehouse job
  • finish a task in a remote cloud workspace through its web console

What to borrow from it

sandbox designgrading designcase template

Caveats

Needs VMware and self-registered Snowflake and BigQuery accounts for part of the tasks; no public leaderboard, only 2024 baselines (GPT-4V 14.0%); heavy to set up and slow to run.

Details

Workloadscomputer use, data analysis, devops, sql
Interactionautonomous long horizon
Environmentdesktop
End state checkedYes
ToolsUbuntu VM with pyautogui mouse and keyboard, 20 data tools, browser, terminal
Gradingprogrammatic check, state diff
Size494
Datamixed
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

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