Mahal Systems

Overview › Benchmark catalog

TeleCom-Bench

Fits network-operations agents that triage faults and run optimization workflows. Borrow its six-step decomposition (intent, entities, tool call, event check, root cause, solution) and its mix of macro-F1, exact match and a 5-point judge with reported rater agreement.

What it asks the agent to do

  • answer telecom fundamentals and 3GPP protocol questions
  • recognize operator intent and extract entities from a ticket
  • pick the tool to call for a network-optimization step
  • diagnose the root cause of a network fault
  • propose a fix for a network fault

What to borrow from it

taxonomygrading designbaseline

Caveats

Only a subset of the 22,678 samples is public (full set on request to prevent leakage); data license is CDLA-Permissive-2.0 while code is Apache-2.0; tasks are graded as static steps from recorded trajectories, not live agent runs; vendor-specific product knowledge.

Details

Workloadstelecom, it ops, tool calling, knowledge qa
Interactionsingle turn
Environmentstatic
End state checkedNo
Toolstool call selection graded against trajectories
Gradingexact match, programmatic check, llm judge
Size22,678
Datareal public
Personal datanone
LicenseApache-2.0
Harnessown repo
Statusactive

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