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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.

發布日期
2025-10-26
參數規模
230.0B
上下文長度
197K
支援模態
text

能力雷達圖

46
general
49
coding
78
reasoning
50
science估算
80
agents
0
multimodal

Science 在缺少專門科學評測時使用推理能力代理估算。

排行榜排名

領域#排名分數來源
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

基準測試分數 (LLM Stats)

Agents

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

Biology

GPQA78.0%自報
SciCode36.0%自報

Code

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

Communication

Tau2 Telecom87.0%自報

Finance

MMLU-Pro82.0%自報

General

IF72.0%自報
AA-Index61.0%自報

Math

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

Reasoning

BrowseComp-zh48.5%自報

AA 評測指數

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 分類評分

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

定價

輸入價格$0.3 / 1M tokens
輸出價格$1.2 / 1M tokens
混合價格(3:1)$0.525 / 1M tokens

速度

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

可用提供商

(LS 內部計價單位)
提供商輸入價格輸出價格
Novita300K1.2M
MiniMax300K1.2M

外部連結