Sierra, 2026

τ³-Banking

Text agents resolve banking customer-service tasks by retrieving from a knowledge base of about 700 documents. Published as τ-Knowledge; the banking_knowledge domain of τ³-bench.

Best reported

55.2

Qwen 3.8 MaxQwen

pass^1 %

Official board, 4 Aug 2026

About this benchmark

Size
Not stated
Public split
Code and tasks in the open tau2-bench repository
Grading
pass^k: the share of tasks solved in all of k trials, with an LLM user simulator. Headline is pass^1.
Licence
MIT (code)
Submission
Submissions to the τ-bench leaderboard
Products allowed
Not stated
Also known as
Tau3-Banking, tau-knowledge
What it does not cover
Customer service only: no investment analysis, trading or filings.

Results

5 models
Leaderboard

Each score shows who reported it: the benchmark's authors (quoted from their paper), the benchmark's official board, or Moneda (run with the benchmark's own grader and rules). We do not copy other aggregators.

τ³-Banking

pass^1 %, higher is better. 5 models.

Updated 4 Aug 2026

  1. Qwen 3.8 Max55.2
  2. Claude Opus 548.7
  3. Grok 4.547.9
  4. GPT-5.6 Sol46.9
  5. GPT-5.544.6

τ³-Banking

pass^1 %, higher is better. 5 models.

Updated 4 Aug 2026

  1. 1Qwen 3.8 Max55.2
  2. 2Claude Opus 548.7
  3. 3Grok 4.547.9
  4. 4GPT-5.6 Sol46.9
  5. 5GPT-5.544.6
τ³-Banking leaderboard (pass^1 %, higher is better)
1Qwen 3.8 MaxQwen55.2all tools retrieval, gpt-5.2 user simulatorτ-bench leaderboard (Sierra)
Official board, reported 4 Aug 2026 · checked 2 Nov 2026
2Claude Opus 5Anthropic48.7all tools retrieval, gpt-5.2 user simulatorτ-bench leaderboard (Sierra)
Official board, reported 4 Aug 2026 · checked 2 Nov 2026
3Grok 4.5xAI47.9all tools retrieval, gpt-5.2 user simulatorτ-bench leaderboard (Sierra)
Official board, reported 4 Aug 2026 · checked 2 Nov 2026
4GPT-5.6 SolOpenAI46.9all tools retrieval, gpt-5.2 user simulatorτ-bench leaderboard (Sierra)
Official board, reported 4 Aug 2026 · checked 2 Nov 2026
5GPT-5.5OpenAI44.6all tools retrieval, gpt-5.2 user simulatorτ-bench leaderboard (Sierra)
Official board, reported 5 May 2026 · checked 2 Nov 2026

Last checked 2 Nov 2026. Something out of date or wrong? Send a correction.