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Tau3 Banking

Progress Over Time

Interactive timeline showing model performance evolution on Tau3 Banking

State-of-the-art frontier
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Proprietary

Tau3 Banking Leaderboard

12 models
ContextCostLicense
1
Shanghai AI Laboratory
Shanghai AI Laboratory
744B——
2124B262K$0.06 / $0.18
3—500K$2.00 / $6.00
4———
5
InclusionAI
InclusionAI
124B131K$0.06 / $0.18
6
Thinking Machines Lab
Thinking Machines Lab
975B524K$0.95 / $4.05
730B131K$0.30 / $1.20
8—524K$0.30 / $1.20
9
Thinking Machines Lab
Thinking Machines Lab
276B524K$0.30 / $1.20
10128B256K$1.50 / $7.50
1130B262K$0.08 / $0.20
12
Liquid AI
Liquid AI
3B——
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About this benchmark

What is Tau3 Banking?

τ³-Bench banking domain evaluates agentic models on multi-turn, tool-using customer-support scenarios in a simulated retail banking environment.

Tau3 Banking is a text benchmark evaluating models on reasoning, agents, and tool calling tasks. LLM Stats tracks 12 models on this benchmark, scored on a 0–1 scale. The current average is 0.2, with the leader at 0.4.

Compare leaders on the best AI for reasoning, best AI for agents and best AI for tool calling leaderboards.

Current leaders

Atria Dawn Preview from Shanghai AI Laboratory currently leads the Tau3 Banking leaderboard with a score of 0.412 across 12 evaluated AI models.

1Atria Dawn PreviewShanghai AI Laboratory41.2%
2Ling 3.0 Flash FinInclusionAI41.0%
3Grok 4.5xAI33.0%

FAQ

Common questions about the Tau3 Banking benchmark and leaderboard.

What is the Tau3 Banking benchmark?

τ³-Bench banking domain evaluates agentic models on multi-turn, tool-using customer-support scenarios in a simulated retail banking environment.

What is the Tau3 Banking leaderboard?

The Tau3 Banking leaderboard ranks 12 AI models based on their performance on this benchmark. Currently, Atria Dawn Preview by Shanghai AI Laboratory leads with a score of 0.412. The average score across all models is 0.241.

What is the highest Tau3 Banking score?

The highest Tau3 Banking score is 0.412, achieved by Atria Dawn Preview from Shanghai AI Laboratory.

How many models are evaluated on Tau3 Banking?

12 models have been evaluated on the Tau3 Banking benchmark, with 0 verified results and 11 self-reported results.

What categories does Tau3 Banking cover?

Tau3 Banking is categorized under reasoning, agents, and tool calling. The benchmark evaluates text models.

What is the best open-source model on Tau3 Banking?

Atria Dawn Preview by Shanghai AI Laboratory is the top-ranked open-source model on Tau3 Banking, with a score of 0.412 (rank #1).

Which model offers the best value on Tau3 Banking?

Among models scoring within 10% of the leader, Ling 3.0 Flash Fin from InclusionAI is the cheapest, at $0.06 per million input tokens with a score of 0.410.

How recent are the Tau3 Banking leaderboard results?

The Tau3 Banking leaderboard was last updated in October 2026 and currently includes 12 evaluated models.