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Qwen3 235B A22B 2507 (Reasoning)

AlibabaQwenOpen WeightApache 2.0 · Commercial OK

描述

Qwen3-235B-A22B-Thinking-2507 is a state-of-the-art thinking-enabled Mixture-of-Experts (MoE) model with 235B total parameters (22B activated). It features 94 layers, 128 experts (8 activated), and supports 262K native context length. This version delivers significantly improved reasoning performance, achieving state-of-the-art results among open-source thinking models on logical reasoning, mathematics, science, coding, and academic benchmarks. Key enhancements include markedly better general capabilities (instruction following, tool usage, text generation), enhanced 256K long-context understanding, and increased thinking depth. The model supports only thinking mode with automatic <think> tag inclusion.

发布日期
2025-07-25
参数规模
235.0B
上下文长度
262K
支持模态
text

能力雷达图

44
general
45
coding
92
reasoning
53
science估算
60
agents
0
multimodal

Science 在缺少专门科学评测时使用推理能力代理估算。

排行榜排名

领域#排名分数来源
智能体与工具10
72.0
LS
代码能力榜123
55.0
AA
通用能力榜153
58.0
AA
数学推理19
95.0
AA
推理能力98
33.0
LS
科学能力100
62.0
AA

基准测试分数 (LLM Stats)

Agents

BFCL-v371.9%自报

Biology

GPQA81.1%自报

Chemistry

SuperGPQA64.9%自报

Code

CFEval2134.00 / 10000自报

Communication

WritingBench88.3%自报
Multi-IF80.6%自报
Tau2 Retail71.9%自报
TAU-bench Retail67.8%自报
Tau2 Airline58.0%自报
TAU-bench Airline46.0%自报
Tau2 Telecom45.6%自报

Creativity

Creative Writing v386.1%自报
Arena-Hard v279.7%自报

Finance

MMLU-Pro84.4%自报
MMLU-ProX81.0%自报

General

MMLU-Redux93.8%自报
IFEval87.8%自报
Include81.0%自报
LiveBench 2024112578.4%自报
LiveCodeBench v674.1%自报

Math

AIME 202592.3%自报
HMMT2583.9%自报
PolyMATH60.1%自报
Humanity's Last Exam18.2%自报

Reasoning

OJBench32.5%自报

AA 评测指数

Math Index
91.0
Intelligence Index
29.5
Coding Index
23.2
Math 500
1.0
Aime
0.9
Aime 25
0.9
Mmlu Pro
0.8
Gpqa
0.8
Livecodebench
0.8
Lcr
0.7
Tau2
0.5
Ifbench
0.5
Scicode
0.4
Hle
0.1
Terminalbench Hard
0.1

LLM Stats 分类评分

Structured Output
80
Writing
80
Biology
80
Creativity
80
Finance
80
General
80
Healthcare
80
Instruction Following
80
Language
80
Legal
80
Agents
70
Chemistry
70
Communication
70
Math
70
Physics
70
Reasoning
70
Spatial Reasoning
60
Tool Calling
60
Economics
60
Multimodal
60
Vision
40

定价

输入价格$0.4 / 1M tokens
输出价格$2.15 / 1M tokens
混合价格(3:1)$0.838 / 1M tokens

速度

Tokens/秒58.5 tokens/s
首Token延迟1.22s
首回答延迟35.39s

可用提供商

(LS 内部计价单位)
提供商输入价格输出价格
Fireworks300K3.0M
Novita300K3.0M

外部链接