MiniMax-01

The MiniMax-01 series, launched by Hailuo AI, comprises open-source large language models and vision multimodal models.

Key Model Versions

1. MiniMax-Text-01
   A foundational language model based on a Mixture of Experts (MoE) architecture, featuring 456 billion parameters. It excels in processing contexts up to 4 million tokens, making it ideal for long text processing and complex data understanding tasks such as text generation and analysis.

2. MiniMax-VL-01
   A vision multimodal model capable of generating and understanding images and videos. It integrates textual and visual information, enabling multimodal input processing suitable for creating content for advertising, marketing, and social media.

Features of MiniMax-Text-01

Model Architecture

• Parameter Scale: The model includes a total of 456 billion parameters, with approximately 4.59 billion active per token. This large scale provides robust capabilities for handling complex tasks.
• Hybrid Attention Mechanism: Combines Lightning Attention, Softmax Attention, and MoE mechanisms to optimize performance, particularly for long-text processing.
• Long-Context Support: Trained with a context length of up to 1 million tokens and supports up to 4 million tokens during inference, ensuring efficiency in handling lengthy documents or dialogues.

Performance

• Academic Benchmarks: Achieves outstanding results on benchmarks like MMLU, SimpleQA, and mathematical reasoning, comparable to leading models.
• Information Extraction and Logical Reasoning: Excels in complex queries and tasks involving logical reasoning.

Technical Innovations

• RoPE Positional Encoding: Employs Rotary Position Embeddings (RoPE) to maintain coherence in long-context processing.
• Efficient Parallel Computation: Uses advanced parallel strategies and computation-communication overlap methods for efficient resource utilization during training and inference.

Features of MiniMax-VL-01

Model Architecture

• Multimodal Framework: Employs a "ViT-MLP-LLM" framework, combining visual encoding, image adaptation, and MiniMax-Text-01 for effective textual and visual integration.
• Parameter Scale: Includes a Vision Transformer (ViT) with 303 million parameters, integrated with MiniMax-Text-01 for robust multimodal capabilities.
• Dynamic Resolution Feature: Adjusts input image resolution from 336×336 to 2016×2016 based on predefined grids, ensuring efficiency across different image sizes.

Performance

• Extensive Training Data: Trained on 694 million image-text pairs across four stages, processing a total of 512 billion tokens for exceptional performance in multimodal tasks.
• Benchmark Excellence: Achieves industry-leading results in multimodal evaluations such as Visual Q&A and ChartQA.

Technical Innovations

• Image Encoding and Processing: Encodes images into non-overlapping patches to effectively extract features from complex images.
• Efficient Training and Inference: Demonstrates high efficiency through advanced pipelines and optimization strategies.

Application Scenarios

Text Generation and Understanding

• Content Creation: MiniMax-Text-01 can generate high-quality articles, blogs, and social media content, catering to content creators and marketers.
• Dialogue Systems: Supports intelligent customer service and chatbots, providing natural and fluid conversational experiences to enhance user interaction.

Vision Multimodal Applications

• Visual Content Generation: MiniMax-VL-01 generates visual content based on textual descriptions, suitable for advertising, marketing, and social media.
• Image and Video Generation: Converts static images into dynamic videos, ideal for short video creation, advertising, and digital art.

Education and Training

• Online Courses: Transforms static educational materials into engaging dynamic content for improved learning interest and engagement.
• Personalized Learning: Analyzes student data to generate customized learning materials and exercises, enhancing knowledge retention.

Gaming and Entertainment

• Game Development: Assists in generating character animations and scenes to enhance visual effects and player experiences.
• Animation Production: Quickly produces animation clips, saving time and improving creative efficiency.

Business and Marketing

• Advertising Creation: Generates personalized advertisement videos, rapidly meeting market demands and increasing ad appeal.
• Market Analysis: Analyzes user-generated content to identify market trends and consumer preferences, optimizing products and services.

Smart Assistants and Automation

• Smart Assistants: Develops assistants capable of processing and understanding user inputs in images and text, providing relevant feedback and information.
• Automated Workflows: Automates document processing, report generation, and other tasks, improving workplace efficiency.

Open-Source Announcement

The MiniMax-01 series, including the foundational language model MiniMax-Text-01 and the vision multimodal model MiniMax-VL-01, was officially open-sourced on January 15, 2025. This initiative aims to promote the widespread application of AI technology and encourage community participation.