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Granite 4.1 LLMs：它们是如何构建的Granite 4.1 LLMs: How They’re Built

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以下内容为 AI 自动翻译，英文原文附后供参考。

摘要

Granite 4.1 LLMs的最新发布标志着自然语言处理领域的重要进展。这些模型经过强大的训练过程，使用了约15万亿个标记，结合了监督微调和强化学习技术的多阶段管道。Granite 4.1提供多种规模——3B、8B和30B参数，强调数据质量和增强的长上下文能力，使其成为AI应用的多功能工具。

The recent release of Granite 4.1 LLMs marks a significant advancement in the field of natural language processing. Developed with a robust training process that utilized around 15 trillion tokens, these models incorporate a multi-stage pipeline that combines supervised fine-tuning and reinforcement learning techniques. Available in various sizes—3B, 8B, and 30B parameters—Granite 4.1 emphasizes data quality and enhanced long-context capabilities, making it a versatile tool for a range of applications in AI.

要点

  1. Granite 4.1 LLMs的训练过程涉及15万亿个标记。

    Granite 4.1 LLMs utilize a training process involving 15 trillion tokens.

  2. 这些模型采用多阶段管道设计，包括监督微调和强化学习。

    The models are designed with a multi-stage pipeline that includes supervised fine-tuning and reinforcement learning.

  3. Granite 4.1提供多种规模，专注于数据质量和长上下文能力。

    Granite 4.1 is available in multiple sizes, focusing on data quality and long-context capabilities.

为何重要

Granite 4.1 LLMs的发展代表了语言模型能力的飞跃，特别是在处理大量数据和上下文方面，这可以增强各种AI应用。

The development of Granite 4.1 LLMs represents a leap forward in the capabilities of language models, particularly in handling extensive data and context, which can enhance various AI applications.

按谁的角度看

产品经理

对于产品经理来说，了解Granite 4.1 LLMs的能力可以为产品开发策略和利用先进语言处理的功能增强提供信息。

For product managers, understanding the capabilities of Granite 4.1 LLMs can inform product development strategies and feature enhancements that leverage advanced language processing.

开发者

开发者和工程师可以利用Granite 4.1的架构和训练方法构建更高效、更强大的AI应用，特别是那些需要细致语言理解的应用。

Developers and engineers can utilize Granite 4.1's architecture and training methodologies to build more efficient and capable AI applications, particularly those requiring nuanced language understanding.

学生与求职者

学生和求职者应关注Granite 4.1 LLMs，因为它们代表了AI领域的前沿技术，为在快速发展的领域中学习和职业发展提供了机会。

Students and job-seekers should be aware of Granite 4.1 LLMs as they represent cutting-edge technology in AI, providing opportunities for learning and career advancement in a rapidly evolving field.

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