- Who it helps
- Researchers evaluating agents that use tools to change records.
- Availability
- The September 30 paper links public code and synthetic task data. Running the harness requires a compatible model endpoint and its associated costs.
Procedures that final records can miss
Its 1,000 tasks check final records, required actions and unrequested changes. A required quote can leave no database change, making it invisible to an outcome-only check.
TauIndianBankBench: check the required steps as well as the result ↗
What the reported false passes mean
The authors report that outcome-only scoring accepts 6.5–12% of sessions that fail the fuller checks. That range belongs to their models and simulation.
TauIndianBankBench: check the required steps as well as the result ↗TauIndianBankBench evaluation repository ↗Banking benchmark author listing ↗
What you can do
- Inspect the required-action checks and synthetic banking tasks. Open reference ↗
Where the evidence stops
Paper and repository read October 29. No bank system was accessed and no evaluation was run.
Sources read. Sources checked October 29, 2026. No installation, model inference or end-to-end workflow was executed.
Sources & further reading
Paper · paper
TauIndianBankBench: check the required steps as well as the result ↗
Supports tauIndianBankBench: check the required steps as well as the result.
arXiv · page checked 2026-10-29
GitHub · implementation
TauIndianBankBench evaluation repository ↗
Supports tauIndianBankBench evaluation repository.
NPCI · page checked 2026-10-29
Hugging Face · paper
Banking benchmark author listing ↗
Supports banking benchmark author listing.
Krishanu Adhikary and Prashant Devadiga · page checked 2026-10-29
Coverage note: No qualifying current independent attention sample; original X posts unavailable. Reported outcomes were not independently reproduced.
The record over time (1)
Dated source checks and published explanations. An observation date can differ from the original release date.
- · Added to Current
TauIndianBankBench tests whether a banking assistant follows required procedures while completing a customer request.