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MiniMax-M2

MiniMaxMiniMaxOpen WeightMIT · Commercial OK

描述

MiniMax M2 is an open-source large language model by MiniMax, built for agents and coding tasks. It delivers state-of-the-art tool use, reasoning, and search performance while maintaining exceptional cost-efficiency and speed, priced at just 8% of Claude 3.5 Sonnet’s cost and running at nearly double its inference speed (≈100 TPS). Designed for end-to-end agentic workflows, it excels at long-chain tool calling across Shell, Browser, Python, and other MCP tools. While slightly behind top overseas models in programming, it ranks among the best domestic models and top five globally on the Artificial Analysis benchmark. M2 powers the MiniMax Agent platform, available in Lightning Mode for fast tasks and Pro Mode for complex multi-step reasoning, and its weights, API, and deployment guides are freely available on Hugging Face, vLLM, and SGLang.

发布日期
2025-10-26
参数规模
230.0B
上下文长度
197K
支持模态
text

能力雷达图

46
general
49
coding
78
reasoning
50
science估算
80
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47
58.0
LS
代码能力榜98
62.0
AA
通用能力榜64
76.0
AA
数学推理92
79.0
AA
推理能力89
49.0
LS
科学能力136
56.0
AA

基准测试分数 (LLM Stats)

Agents

Tau-bench77.2%自报
Terminal-Bench46.3%自报
BrowseComp44.0%自报

Biology

GPQA78.0%自报
SciCode36.0%自报

Code

LiveCodeBench83.0%自报
SWE-Bench Verified69.4%自报
SWE-bench Multilingual56.5%自报
Multi-SWE-Bench36.2%自报

Communication

Tau2 Telecom87.0%自报

Finance

MMLU-Pro82.0%自报

General

IF72.0%自报
AA-Index61.0%自报

Math

AIME 202578.0%自报
Humanity's Last Exam12.5%自报

Reasoning

BrowseComp-zh48.5%自报

AA 评测指数

Math Index
78.3
Intelligence Index
36.1
Coding Index
29.2
Tau2
0.9
Livecodebench
0.8
Mmlu Pro
0.8
Aime 25
0.8
Gpqa
0.8
Ifbench
0.7
Lcr
0.6
Scicode
0.4
Terminalbench Hard
0.3
Hle
0.1

LLM Stats 分类评分

Communication
90
Tool Calling
80
Finance
80
General
80
Healthcare
80
Language
80
Legal
80
Frontend Development
70
Agents
60
Biology
60
Chemistry
60
Physics
60
Reasoning
60
Code
50
Math
50
Search
50
Vision
10

定价

输入价格$0.3 / 1M tokens
输出价格$1.2 / 1M tokens
混合价格(3:1)$0.525 / 1M tokens

速度

Tokens/秒85.3 tokens/s
首Token延迟1.24s
首回答延迟24.68s

可用提供商

(LS 内部计价单位)
提供商输入价格输出价格
Novita300K1.2M
MiniMax300K1.2M

外部链接