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τ³-Banking (Fireworks, banking_knowledge)

Agents

Fireworks' run of the 97-task banking_knowledge subset of τ³-Bench 1.0.1, in which policy-bound banking support agents use database tools and a knowledge base with a simulated customer. Fireworks runs Harbor 0.20 with Tau3LLMAgent over MCP and alltools retrieval, four official seeded trials per task, a GPT-5.2 user simulator and judge, and each model at its highest available thinking level. The score is the mean binary trial reward; this protocol is kept as a component beside Artificial Analysis's five-repeat banking run.

Top models (higher is better)

ModelScore
Gemini 4 Argon58.2
GLM-5.351.6
Kimi K351.5
Gemini 3.8 Flash51.4
Qwen3.8-Max51.3
Grok 4.650.7
Claude Opus 549.1
GPT-6 Sol47.0
DeepSeek V4.1 Flash 101746.8
GPT-6 Astra44.8
DeepSeek V4 Pro 081342.7
Ember-138.1
GPT-6 Luna37.7
Muse Spark Open37.2
DeepSeek V4.1 Flash35.7
GPT-5.6 Sol35.7
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