Mahal Systems

Overview › Benchmark catalog

DeepResearch Bench

Fits report-writing research agents. Borrow RACE (task-specific weighted criteria scored against a reference report) and FACT (extract claim-URL pairs and check whether the cited page supports each claim).

What it asks the agent to do

  • write a long cited research report on a PhD-level question
  • search the web and pick sources that support each claim
  • follow the instructions in the task about scope and structure

What to borrow from it

grading designbaselinetaxonomy

Caveats

Only 100 tasks, half Chinese and half English; scores depend on the judge model, which the maintainers are switching, so numbers across time are not comparable; FACT needs a scraping API key.

Details

Workloadsresearch, web browsing, documents
Interactionautonomous long horizon
Environmentbrowser
End state checkedNo
Toolsweb search, page scraping
Gradingllm judge, programmatic check
Size100
Datareal public
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

Links