BlogLLM Benchmark Scores as Published, Side by Side
τ²-bench: Results as Published
Every result the catalog holds for τ²-bench: 51 models from 9 developers, read from 21 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 2025Data version 2026103001, as of 2026-10-30
tau2-bench tests a customer service agent in a conversation where both sides act: the agent and a simulated user each have tools that change a shared environment, so the agent must reason about the state and guide the user through steps the user alone can perform. The telecom domain (troubleshooting a phone line) is the dual-control setting; tasks are built from verifiable atomic components and a task passes when the final state matches the expected one.
τ²-bench Telecom
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.5OpenAI, released 2026-04-23 | 98% | OpenAI, Introducing GPT-5.5checked 2026-10-15 | Effort: xhigh |
| GPT-5.4 miniOpenAI, released 2026-03-17 | 93.4% | OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15 | Effort: xhigh |
| GPT-5.4 nanoOpenAI, released 2026-03-17 | 92.5% | OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15 | Effort: xhigh |
| GPT-5.4OpenAI, released 2026-03-05 | 64.3% | OpenAI, Introducing GPT-5.4checked 2026-10-15; printed on 2 more pages | Effort: none |
| 98.9% | OpenAI, Introducing GPT-5.4checked 2026-10-15 | Effort: xhigh | |
| GPT-5.2OpenAI, released 2025-12-11 | 98.7% | OpenAI, Introducing GPT-5.2checked 2026-10-15; printed on 4 more pages | Effort: xhigh |
| GPT-5.1OpenAI, released 2025-11-12 | 95.6% | OpenAI, Introducing GPT-5.1 for developerschecked 2026-10-15; printed on 1 more page | Effort: high |
| GPT-5OpenAI, released 2025-08-07 | 38.6% | OpenAI, Introducing GPT-5checked 2026-10-15; printed on 3 more pages | Effort: none |
| 96.7% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: high | |
| GPT-5 miniOpenAI, released 2025-08-07 | 74.1% | OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15 | Effort: high |
| gpt-oss-20bOpenAI, released 2025-08-05 | 49.7% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| o3OpenAI, released 2025-04-16 | 58.2% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: high |
| GPT-4.1OpenAI, released 2025-04-14 | 43.6% | OpenAI, Introducing GPT-5.4checked 2026-10-15; printed on 1 more page | - |
| GPT-4oOpenAI, released 2024-05-13 | 23.5% | OpenAI, Introducing GPT-5checked 2026-10-15 | - |
| Claude Sonnet 4.6Anthropic, released 2026-02-17 | 97.9% | Anthropic, Claude Sonnet 4.6checked 2026-10-15; printed on 1 more page | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 99.3% | Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 2 more pages | - |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 98.2% | Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 2 more pages | Effort: high |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 83% | Anthropic, Claude Haiku 4.5checked 2026-10-15 | Effort: thinking budget 128K |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 98% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pages | Effort: extended thinking (up to 64K) |
| Claude Opus 4.1Anthropic, released 2025-08-05 | 71.5% | Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 1 more page | - |
| Claude Opus 4Anthropic, released 2025-05-22 | 57% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: no extended thinking |
| Claude Sonnet 4Anthropic, released 2025-05-22 | 49.6% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 2 more pages | Effort: extended thinking (up to 64K) |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 99.3% | Google, Gemini 3.1 Pro model cardchecked 2026-10-15 | Effort: high |
| Gemini 3 ProGoogle, released 2025-11-18 | 98% | Google, Gemini 3.1 Pro model cardchecked 2026-10-15; printed on 3 more pages | Effort: high |
| Gemini 2.5 FlashGoogle, released 2025-05-20 | 16.9% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V3-0324DeepSeek, released 2025-03-24 | 32.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V4-Flash-0731DeepSeek | 98.2% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 87.2% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-30 | 26.3% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | Effort: thinking |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 22.1% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: non-thinking |
| Qwen3.8-Flash-NextAlibaba | 90.4% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K2 InstructMoonshot AI, released 2025-07-11 | 65.8% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 98.5% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 73.19% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 83% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-15 | 42.2% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| Inkling-SmallThinking Machines | 90.1% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
τ²-bench Retail
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.2OpenAI, released 2025-12-11 | 82% | OpenAI, Introducing GPT-5.2checked 2026-10-15; printed on 3 more pages | Effort: xhigh |
| GPT-5.1OpenAI, released 2025-11-12 | 77.9% | OpenAI, Introducing GPT-5.1 for developerschecked 2026-10-15; printed on 1 more page | Effort: high |
| GPT-5OpenAI, released 2025-08-07 | 72.8% | OpenAI, Introducing GPT-5checked 2026-10-15; printed on 3 more pages | Effort: none |
| 81.1% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: high | |
| gpt-oss-20bOpenAI, released 2025-08-05 | 38% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| o3OpenAI, released 2025-04-16 | 80.2% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: high |
| GPT-4.1OpenAI, released 2025-04-14 | 74.8% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GPT-4oOpenAI, released 2024-05-13 | 63.4% | OpenAI, Introducing GPT-5checked 2026-10-15 | - |
| Claude Sonnet 4.6Anthropic, released 2026-02-17 | 91.7% | Anthropic, Claude Sonnet 4.6checked 2026-10-15; printed on 1 more page | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 91.9% | Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 2 more pages | - |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 88.9% | Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 2 more pages | Effort: high |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 83.2% | Anthropic, Claude Haiku 4.5checked 2026-10-15 | Effort: thinking budget 128K |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 86.2% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pages | Effort: extended thinking (up to 64K) |
| Claude Opus 4.1Anthropic, released 2025-08-05 | 86.8% | Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 1 more page | - |
| Claude Opus 4Anthropic, released 2025-05-22 | 81.8% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: no extended thinking |
| Claude Sonnet 4Anthropic, released 2025-05-22 | 83.8% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 2 more pages | Effort: extended thinking (up to 64K) |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 90.8% | Google, Gemini 3.1 Pro model cardchecked 2026-10-15 | Effort: high |
| Gemini 3 ProGoogle, released 2025-11-18 | 85.3% | Google, Gemini 3.1 Pro model cardchecked 2026-10-15; printed on 3 more pages | Effort: high |
| Gemini 2.5 FlashGoogle, released 2025-05-20 | 64.3% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V3-0324DeepSeek, released 2025-03-24 | 69.1% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V4-Flash-0731DeepSeek | 73.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 55.4% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-30 | 58.8% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | Effort: thinking |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 57% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: non-thinking |
| Qwen3.8-Flash-NextAlibaba | 71.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K2 InstructMoonshot AI, released 2025-07-11 | 70.6% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 78.2% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 69.24% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 73.7% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-15 | 56.9% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| Inkling-SmallThinking Machines | 71.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
τ²-bench Airline
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.1OpenAI, released 2025-11-12 | 67% | OpenAI, Introducing GPT-5.1 for developerschecked 2026-10-15 | Effort: high |
| GPT-5OpenAI, released 2025-08-07 | 62.6% | OpenAI, Introducing GPT-5checked 2026-10-15; printed on 3 more pages | Effort: high |
| 55% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: none | |
| gpt-oss-20bOpenAI, released 2025-08-05 | 38% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| o3OpenAI, released 2025-04-16 | 64.8% | OpenAI, Introducing GPT-5checked 2026-10-15 | Effort: high |
| GPT-4.1OpenAI, released 2025-04-14 | 54.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GPT-4oOpenAI, released 2024-05-13 | 45.5% | OpenAI, Introducing GPT-5checked 2026-10-15 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 63.6% | Anthropic, Claude Haiku 4.5checked 2026-10-15 | Effort: thinking budget 128K |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 70% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 1 more page | Effort: extended thinking (up to 64K) |
| Claude Opus 4.1Anthropic, released 2025-08-05 | 63% | Anthropic, Claude Sonnet 4.5checked 2026-10-15 | Effort: extended thinking (up to 64K) |
| Claude Opus 4Anthropic, released 2025-05-22 | 60% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: no extended thinking |
| Claude Sonnet 4Anthropic, released 2025-05-22 | 63% | Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 2 more pages | Effort: extended thinking (up to 64K) |
| Gemini 2.5 FlashGoogle, released 2025-05-20 | 42.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V3-0324DeepSeek, released 2025-03-24 | 39% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| DeepSeek-V4-Flash-0731DeepSeek | 83.5% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 63.5% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-30 | 58% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | Effort: thinking |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 26.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: non-thinking |
| Qwen3.8-Flash-NextAlibaba | 80.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Kimi K2 InstructMoonshot AI, released 2025-07-11 | 56.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 81.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 76.5% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 79.8% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-15 | 48% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| Inkling-SmallThinking Machines | 62.7% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
τ²-bench (domain not stated)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.2OpenAI, released 2025-12-11 | 87.1% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page | - |
| GPT-5.1OpenAI, released 2025-11-12 | 82.7% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | Effort: high |
| GPT-5OpenAI, released 2025-08-07 | 80.2% | DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15; printed on 1 more page | Effort: high |
| GPT-5 miniOpenAI, released 2025-08-07 | 69.8% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 91.6% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page | - |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 84.7% | DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15; printed on 1 more page | - |
| Gemini 3 ProGoogle, released 2025-11-18 | 85.4% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 3 more pages | - |
| DeepSeek-V3.2DeepSeek, released 2025-12-01 | 80.3% | DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15; printed on 2 more pages | Effort: thinking |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 79.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 79% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 81.2% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 86.7% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 58.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3-Max-ThinkingAlibaba | 84.6% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 77% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page | - |
| Kimi K2 ThinkingMoonshot AI, released 2025-11-06 | 74.3% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | - |
| GLM-5Z.ai, released 2026-02-12 | 89.7% | Z.ai, GLM-5 model cardchecked 2026-10-15 | - |
| GLM-4.7Z.ai, released 2025-12-22 | 87.4% | Z.ai, GLM-4.7 model cardchecked 2026-10-15; printed on 1 more page | - |
| GLM-4.6Z.ai, released 2025-09-30 | 75.2% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | - |
τ²-bench (average of 3 domains)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| gpt-oss-20bOpenAI, released 2025-08-05 | 48.7% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| Gemma 4 12BGoogle, released 2026-04-02 | 69% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 26B A4BGoogle, released 2026-04-02 | 68.2% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 31BGoogle, released 2026-04-02 | 76.9% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 E2BGoogle, released 2026-04-02 | 24.5% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 E4BGoogle, released 2026-04-02 | 42.2% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 3 27BGoogle, released 2025-03-12 | 16.2% | Google, Gemma 4 model cardchecked 2026-10-15 | Effort: no think |
| Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-30 | 47.7% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | Effort: thinking |
| Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-15 | 49% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B 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.