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MiniMax M1 80k

MiniMaxMiniMaxOpen WeightMIT · Commercial OK

描述

MiniMax-M1 is an open-source, large-scale reasoning model that uses a hybrid-attention architecture for efficient long-context processing. It supports up to a 1 million token context window and 80,000-token reasoning output, matching Gemini 2.5 Pro’s scale while being highly cost-effective. Its Lightning Attention mechanism reduces compute requirements to about 30% of DeepSeek R1’s, and a new reinforcement learning algorithm, CISPO, doubles convergence speed compared to other RL methods. Trained on 512 H800s over three weeks, M1 achieves near state-of-the-art results across software engineering, long-context, and tool-use benchmarks, outperforming most open models and rivaling top closed systems.

发布日期
2025-06-17
参数规模
456.0B
上下文长度
1.0M
支持模态
text

能力雷达图

39
general
37
coding
73
reasoning
46
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
代码能力榜202
41.0
AA
通用能力榜220
47.0
AA
数学推理102
75.0
AA
推理能力17
87.0
LS
科学能力180
50.0
AA

基准测试分数 (LLM Stats)

Biology

GPQA70.0%自报

Code

LiveCodeBench65.0%自报
SWE-Bench Verified56.0%自报

Communication

TAU-bench Retail63.5%自报
TAU-bench Airline62.0%自报
Multi-Challenge44.7%自报

Factuality

SimpleQA18.5%自报

Finance

MMLU-Pro81.1%自报

General

LongBench v261.5%自报

Long Context

OpenAI-MRCR: 2 needle 128k73.4%自报
OpenAI-MRCR: 2 needle 1M56.2%自报

Math

MATH-50096.8%自报
AIME 202486.0%自报
AIME 202576.9%自报
Humanity's Last Exam8.4%自报

Reasoning

ZebraLogic86.8%自报

AA 评测指数

Math Index
61.0
Intelligence Index
24.4
Coding Index
14.5
Math 500
1.0
Aime
0.8
Mmlu Pro
0.8
Livecodebench
0.7
Gpqa
0.7
Aime 25
0.6
Lcr
0.5
Ifbench
0.4
Scicode
0.4
Tau2
0.3
Hle
0.1
Terminalbench Hard
0.0

LLM Stats 分类评分

Finance
80
Healthcare
80
Language
80
Legal
80
Biology
70
Chemistry
70
Math
70
Physics
70
Structured Output
60
Tool Calling
60
Code
60
Communication
60
Frontend Development
60
General
60
Long Context
60
Reasoning
60
Factuality
20
Vision
10

定价

输入价格$0.55 / 1M tokens
输出价格$2.2 / 1M tokens
混合价格(3:1)$0.963 / 1M tokens

速度

Tokens/秒0.0 tokens/s
首Token延迟0.00s
首回答延迟0.00s

可用提供商

(LS 内部计价单位)

暂无提供商数据

外部链接