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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

30 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
1GLM 5.2Z.ai99.1⚡max1003rd-party第三方source ↗×4
2Claude Fable 5Anthropic98.5993rd-party第三方source ↗×4
3Step 3.7 FlashStepFun98.5993rd-party第三方source ↗×3
4Grok 4.3xAI97.7993rd-party第三方source ↗×3
5GLM 5.1Z.ai97.7⚡high993rd-party第三方source ↗×3
6DeepSeek V4 Pro 0423DeepSeek96.2973rd-party第三方source ↗×3
7Gemini 3.1 Pro PreviewGoogle95.6963rd-party第三方source ↗×5⚠±3.7
8DeepSeek V4 Flash 0423DeepSeek95.6⚡high963rd-party第三方source ↗×2
9Gemini 3.5 FlashGoogle95.3963rd-party第三方source ↗
10Qwen3.7 MaxQwen94.7963rd-party第三方source ↗×2⚠±4.1
11Claude Opus 4.8Anthropic94.4953rd-party第三方source ↗×2
12Seed-2.0-LiteByteDance Seed94.295vendor-reported厂商自报source ↗
13Mistral Medium 3.5Mistral AI94.2953rd-party第三方source ↗×3
14Kimi K3Moonshot AI93943rd-party第三方source ↗
15Qwen3.7 PlusQwen93943rd-party第三方source ↗
16Kimi K2 ThinkingMoonshot AI93⚡high943rd-party第三方source ↗
17DeepSeek V3.2DeepSeek91⚡high922025-12-013rd-party第三方source ↗×3⚠±5.2
18Kimi K2.7 CodeMoonshot AI90.1913rd-party第三方source ↗×2
19MiniMax M3MiniMax88.9903rd-party第三方source ↗×2
20GPT-5.6 TerraOpenAI86.3873rd-party第三方source ↗
21GPT-5.6 SolOpenAI85.1863rd-party第三方source ↗×2
22Command ACohere85863rd-party第三方source ↗×3⚠±48
23MiniMax M2.7MiniMax84.8863rd-party第三方source ↗×2
24Claude Opus 5Anthropic82.78843rd-party第三方source ↗
25Claude Sonnet 5Anthropic80.4813rd-party第三方source ↗
26GPT-5.5OpenAI46.39472026-03-11official官方榜source ↗×5⚠±51.61
27Mistral Small 4Mistral AI41.2423rd-party第三方source ↗
28Claude Haiku 4.5Anthropic39.5403rd-party第三方source ↗×2⚠±43.5
29Llama 4 MaverickMeta17.8183rd-party第三方source ↗
30Llama 4 ScoutMeta15.5163rd-party第三方source ↗

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