BlogLLM Benchmark Scores as Published, Side by Side

τ³-Bench: Results as Published

Every result the catalog holds for τ³-Bench: 45 models from 11 developers, read from 10 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Tool Use and WorkflowsMaintainer SierraIntroduced 2026Data version 2026103001, as of 2026-10-30

tau3-bench tests a customer-service agent that talks with a simulated user and acts through domain tools while following a written policy. The repository includes airline, retail, telecom, and banking-knowledge domains, and this release also adds full-duplex voice. For the usual text domains, the reward is the product of two checks: the final database state must match the state produced by replaying a reference solution, and the agent must say the required facts. A single published tau3-bench number does not by itself say which domains were included.

τ³-bench Banking

ModelValuePrinted bySetup as printed
GPT-5.6 LunaOpenAI, released 2026-07-0931.1%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: max
GPT-5.6 SolOpenAI, released 2026-07-0933%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more pageEffort: max
GPT-5.6 TerraOpenAI, released 2026-07-0928.7%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: high
GPT-5.5OpenAI, released 2026-04-2331.3%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: xhigh
Claude Sonnet 5Anthropic, released 2026-06-3037.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15Effort: max
Claude Fable 5Anthropic, released 2026-06-0926.8%Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Fallback: w/ fallback
Claude Opus 4.8Anthropic, released 2026-05-2827.6%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max
Claude Sonnet 4.6Anthropic, released 2026-02-1728.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Claude Sonnet 4.5Anthropic, released 2025-09-2922.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Gemma 4 26B A4BGoogle, released 2026-04-0214.02%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1916.5%Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15Effort: high
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2426.7%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2425.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
DeepSeek-V4-Flash-0731DeepSeek38.6%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Qwen3.6-35B-A3BAlibaba, released 2026-04-1610.52%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Qwen3.5-122B-A10BAlibaba, released 2026-02-2414.2%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Qwen3.5-397B-A17BAlibaba, released 2026-02-169.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Qwen3.8-Flash-NextAlibaba44.5%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Kimi K3Moonshot AI, released 2026-07-1633.4%Moonshot AI, Kimi K3 model cardchecked 2026-10-15Effort: max
Kimi K2.6Moonshot AI, released 2026-04-2023.1%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
Kimi K2.5Moonshot AI, released 2026-01-2714.9%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
GLM-5.3-FlashZ.ai, released 2026-08-2634.8%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
GLM-5.2Z.ai, released 2026-06-1634.6%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15; printed on 2 more pagesEffort: max
GLM-5.1Z.ai, released 2026-04-0716.2%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Mistral Medium 3.5Mistral AI, released 2026-05-2213.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Mistral Small 4Mistral AI, released 2026-03-167%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Magistral Medium 1.2Mistral AI, released 2025-09-177.7%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
Mistral Medium 3.1Mistral AI, released 2025-08-125.7%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
MiniMax M3MiniMax, released 2026-06-0115.3%IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15-
MiniMax M2.7MiniMax, released 2026-03-1814.6%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Nemotron 3.5 Bolt 74B-A9BNVIDIA, released 2026-10-1517.01%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19Model as printed: Nemotron 3.5 Bolt 74B-A9B (BF16)
17.01%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19Model as printed: Nemotron 3.5 Bolt 74B-A9B-24GB (IQ2)
Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-1518.88%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Nemotron 3.5 Lightning 30B-A3BNVIDIA, released 2026-08-119.48%NVIDIA, NVIDIA Nemotron 3.5 Bolt 74B-A9B model cardchecked 2026-10-19; printed on 1 more page-
Nemotron 3 UltraNVIDIA, released 2026-06-0418.4%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 3 more pages-
Nemotron 3 SuperNVIDIA, released 2026-03-1112.37%NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-157.01%NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
InklingThinking Machines, released 2026-07-1423.7%Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15; printed on 1 more pageEffort: 0.99

τ³-bench (domain not stated)

ModelValuePrinted bySetup as printed
GPT-5.4OpenAI, released 2026-03-0572.9%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
Claude Opus 4.6Anthropic, released 2026-02-0572.4%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
Gemma 4 26B A4BGoogle, released 2026-04-0259%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Gemma 4 31BGoogle, released 2026-04-0267.5%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1967.1%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
DeepSeek-V3.2DeepSeek, released 2025-12-0169.2%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
Qwen3.6-35B-A3BAlibaba, released 2026-04-1667.2%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Qwen3.6-PlusAlibaba, released 2026-04-0270.7%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
Qwen3.5-27BAlibaba, released 2026-02-2468.4%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Qwen3.5-35B-A3BAlibaba, released 2026-02-2468.9%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Kimi K2.5Moonshot AI, released 2026-01-2766%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
GLM-5.1Z.ai, released 2026-04-0770.6%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
GLM-5Z.ai, released 2026-02-1269.2%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
MiniMax M2.7MiniMax, released 2026-03-1867.6%Z.ai, GLM-5.1 model cardchecked 2026-10-15-

τ³-bench Airline

ModelValuePrinted bySetup as printed
Claude Sonnet 4.6Anthropic, released 2026-02-1783%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Claude Sonnet 4.5Anthropic, released 2025-09-2972%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2480.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2480.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1681.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Kimi K2.6Moonshot AI, released 2026-04-2085.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Kimi K2.5Moonshot AI, released 2026-01-2776.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
GLM-5.1Z.ai, released 2026-04-0779.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.5Mistral AI, released 2026-05-2272%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Small 4Mistral AI, released 2026-03-1638.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Magistral Medium 1.2Mistral AI, released 2025-09-1753.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.1Mistral AI, released 2025-08-1241.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
MiniMax M2.7MiniMax, released 2026-03-1875.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Nemotron 3 UltraNVIDIA, released 2026-06-0481.5%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

τ³-bench Retail

ModelValuePrinted bySetup as printed
Claude Sonnet 4.6Anthropic, released 2026-02-1775.9%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Claude Sonnet 4.5Anthropic, released 2025-09-2972.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2489.1%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2488.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1684.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Kimi K2.6Moonshot AI, released 2026-04-2082.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Kimi K2.5Moonshot AI, released 2026-01-2772.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
GLM-5.1Z.ai, released 2026-04-0776.3%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.5Mistral AI, released 2026-05-2276.1%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Small 4Mistral AI, released 2026-03-1667.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Magistral Medium 1.2Mistral AI, released 2025-09-1770.2%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.1Mistral AI, released 2025-08-1264.3%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
MiniMax M2.7MiniMax, released 2026-03-1884.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Nemotron 3 UltraNVIDIA, released 2026-06-0486.4%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

τ³-bench Telecom

ModelValuePrinted bySetup as printed
Claude Sonnet 4.6Anthropic, released 2026-02-1770.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Claude Sonnet 4.5Anthropic, released 2025-09-2984.9%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2498.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2496.3%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1697.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Kimi K2.6Moonshot AI, released 2026-04-2097.8%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Kimi K2.5Moonshot AI, released 2026-01-2786.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
GLM-5.1Z.ai, released 2026-04-0798.7%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15; printed on 1 more pageEffort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.5Mistral AI, released 2026-05-2291.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Small 4Mistral AI, released 2026-03-1647.1%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Magistral Medium 1.2Mistral AI, released 2025-09-1760.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
Mistral Medium 3.1Mistral AI, released 2025-08-1246.9%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
MiniMax M2.7MiniMax, released 2026-03-1889.6%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Nemotron 3 UltraNVIDIA, released 2026-06-0492.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

τ³-bench (average)

ModelValuePrinted bySetup as printed
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2473.7%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2473.2%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1671%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Kimi K2.6Moonshot AI, released 2026-04-2072.4%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
GLM-5.1Z.ai, released 2026-04-0769.7%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
MiniMax M2.7MiniMax, released 2026-03-1866.1%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
Nemotron 3 UltraNVIDIA, released 2026-06-0470.9%NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.