Mahal Systems

Overview › Benchmark catalog

LiveSQLBench (BIRD-SQL Pro)

Fits text-to-SQL agents on PostgreSQL that must also do writes, and teams that worry about benchmark contamination since databases are added over time. Borrow its soft execution accuracy for SELECT tasks and custom test cases for management tasks.

What it asks the agent to do

  • write a PostgreSQL business-intelligence query over a new unseen database
  • use hierarchical external knowledge to resolve domain terms
  • perform a management task that creates, updates or deletes data
  • pass per-question verifiable test cases

What to borrow from it

baselinegrading designcase template

Caveats

No paper, only a repo and dataset card; ground truth and test cases are gated by email; license is stated as MIT in the repo sidebar but CC-BY-SA-4.0 in the README and dataset card; Base-Full v1 is 600 tasks over 22 databases, Base-Lite 270, Large-v1 480.

Details

Workloadssql, data analysis
Interactionsingle turn
Environmentdatabase
End state checkedYes
ToolsPostgreSQL execution in Docker, external knowledge documents
Gradingprogrammatic check, state diff
Size600
Datamixed
Personal datanone
LicenseCC-BY-SA-4.0
Harnessown repo
Statusactive

Links