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MiniMax M1 80k

MiniMaxMiniMaxOpen WeightMIT · Commercial OK

Описание

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.

Дата выхода
2025-06-17
Параметры
456.0B
Длина контекста
1.0M
Модальности
text

Радар способностей

39
general
37
coding
73
reasoning
46
scienceоцен.
60
agents
0
multimodal

Science использует прокси на основе рассуждений, когда специализированные научные бенчмарки недоступны.

Рейтинги

Домен#МестоОценкаИсточник
Code Ranking202
41.0
AA
General Ranking220
47.0
AA
Math Reasoning102
75.0
AA
Reasoning17
87.0
LS
Science180
50.0
AA

Оценки бенчмарков (LLM Stats)

Biology

GPQA70.0%Сам.

Code

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

Communication

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

Factuality

SimpleQA18.5%Сам.

Finance

MMLU-Pro81.1%Сам.

General

LongBench v261.5%Сам.

Long Context

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

Math

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

Reasoning

ZebraLogic86.8%Сам.

Индексы оценки AA

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

Оценки категорий LLM Stats

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

Цены

Цена ввода$0.55 / 1M tokens
Цена вывода$2.2 / 1M tokens
Смешанная цена (3:1)$0.963 / 1M tokens

Скорость

Токенов/сек0.0 tokens/s
Задержка первого токена0.00s
Время до первого ответа0.00s

Доступные провайдеры

(Внутренние единицы LS)

Нет данных провайдеров

Внешние ссылки