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Agent · weight 5%智能体 · 权重 5%

τ²-bench

official site官网

What it tests: Tool-calling agent evaluation in realistic customer-service domains (airline, retail, telecom). The agent must use APIs, follow policies, and handle multi-turn user interactions.

考什么:仿真客服场景的工具调用评测(航空/零售/电信):agent 必须正确调 API、遵守业务规则、处理多轮用户对话。

Why it counts: The most practical agent benchmark — it predicts whether a model will reliably drive tools in production, which raw chat benchmarks can't tell you.

为什么算数:最实用的 Agent benchmark——能预测模型在生产环境调工具的可靠性,这是聊天类 benchmark 看不出来的。

Maintainer维护方Sierra(Anthropic 系创业公司)
License许可MIT
Reference point (prior-gen SOTA)参考点(上一代 SOTA)70

Standings实时排名

44 models with sourced scores 个模型有溯源成绩
#Model模型Score成绩Index指数Dated日期Measured by测评方
1Step 3.7 FlashStepFun98.51002026-06-103rd-party第三方source ↗×5
2Grok 4.3xAI97.7⚡high992026-06-103rd-party第三方source ↗×4
3GLM 5.1Z.ai97.7⚡high992026-06-103rd-party第三方source ↗×4
4Grok 4.20xAI96.5⚡high982026-06-103rd-party第三方source ↗⚠±26.9
5DeepSeek V4 Pro 0423DeepSeek96.2⚡max982026-06-103rd-party第三方source ↗×3
6DeepSeek V4 Flash 0423DeepSeek95.6⚡high972026-06-103rd-party第三方source ↗×3
7Gemini 3.5 FlashGoogle95.3973rd-party第三方source ↗×4⚠±20.6
8Qwen3.7 MaxQwen94.7962026-06-103rd-party第三方source ↗×3
9MiMo-V2.5-ProXiaomi94.2962026-06-103rd-party第三方source ↗×2
10Mistral Medium 3.5Mistral AI94.2962026-06-103rd-party第三方source ↗×4
11Seed-2.0-LiteByteDance Seed94.296vendor-reported厂商自报source ↗
12Qwen3.7 PlusQwen93942026-06-103rd-party第三方source ↗×3
13Kimi K2 ThinkingMoonshot AI93⚡high943rd-party第三方source ↗×2
14Hy3Tencent92.7⚡high942026-06-103rd-party第三方source ↗⚠±25.2
15Kimi K2.7 CodeMoonshot AI90.1913rd-party第三方source ↗×3
16MiniMax M3MiniMax88.9902026-06-103rd-party第三方source ↗×3
17GPT-5.6 TerraOpenAI86.3883rd-party第三方source ↗×3
18Solar Pro 3Upstage86.3882026-06-103rd-party第三方source ↗×2
19MiniMax M2.7MiniMax84.8862026-06-103rd-party第三方source ↗×4
20Nemotron 3 UltraNVIDIA83.3⚡high852026-06-103rd-party第三方source ↗×2
21Command ACohere80.7822026-06-103rd-party第三方source ↗×4⚠±48
22Claude Sonnet 5Anthropic80.4823rd-party第三方source ↗
23DeepSeek V3.2DeepSeek80.37822025-12-01official官方榜source ↗×6
24Mercury 2Inception70.8722026-06-103rd-party第三方source ↗
25gpt-oss-120bOpenAI65.8⚡high672026-06-103rd-party第三方source ↗×2⚠±20.8
26Qwen3.8 Max (0902)Qwen55.15⚡max562026-08-04official官方榜source ↗
27Claude Haiku 4.5Anthropic54.7⚡high562026-06-103rd-party第三方source ↗×3⚠±50.5
28Claude Opus 5Anthropic48.71⚡max492026-08-04official官方榜source ↗×3⚠±34.07
29Grok 4.5xAI47.94⚡high492026-08-04official官方榜source ↗
30GPT-5.6 SolOpenAI46.9⚡max482026-08-04official官方榜source ↗×4⚠±38.2
31GPT-5.5OpenAI46.39⚡max47official官方榜source ↗×7⚠±47.51
32Mistral Small 4Mistral AI41.2423rd-party第三方source ↗
33Muse Spark 1.1meta40.5⚡max412026-08-04official官方榜source ↗×3⚠±51
34Claude Fable 5Anthropic39.69⚡max402026-08-04official官方榜source ↗×6⚠±58.81
35Claude Opus 4.8Anthropic39.69⚡max402026-08-04official官方榜source ↗×5⚠±54.71
36Nova Premier 1.0Amazon38.3392026-06-103rd-party第三方source ↗
37GLM 5.2Z.ai37.11⚡max382026-08-04official官方榜source ↗×5⚠±61.99
38Kimi K3Moonshot AI37.1⚡max382026-08-04official官方榜source ↗×3⚠±55.9
39Gemini 3.1 Flash LiteGoogle31.3322026-06-103rd-party第三方source ↗
40Gemini 3.1 Pro PreviewGoogle26.03⚡high262026-05-05official官方榜source ↗×6⚠±73.27
41Llama 4 MaverickMeta17.8183rd-party第三方source ↗×2
42Llama 4 ScoutMeta15.5163rd-party第三方source ↗×2
43Nova Pro 1.0Amazon14143rd-party第三方source ↗
44Phi 4Microsoft003rd-party第三方source ↗

How scores become the Intelligence Score →成绩如何合成智能评分 →