Mahal Systems

Overview › Benchmark catalog

LegalAgentBench

Fits legal research or due-diligence agents that query several databases and write up the result. Borrow its progress-rate grading (keyword checks on annotated intermediate steps) and its tool-over-corpus sandbox.

What it asks the agent to do

  • look up a company, case or statute across several legal databases
  • answer a multi-hop question that chains several lookups
  • draft a legal document from retrieved facts
  • choose the right tool among 37 legal tools

What to borrow from it

grading designsandbox designcase template

Caveats

Chinese law and Chinese language only; 300 tasks; corpora are real legal records so names of parties appear; ReAct-style runner needs an OpenAI-compatible API key; no public leaderboard.

Details

Workloadslegal, tool calling, knowledge qa, documents
Interactionsingle turn
Environmentapi sandbox
End state checkedNo
Tools37 lookup and retrieval tools over 14 tables and 3 document stores
Gradingexact match, trajectory check
Size300
Datareal public
Personal datapossible
LicenseMIT
Harnessown repo
Statusactive

Links