# UniSD: A Unified Self-Distillation Framework Enables Large Language Models to Evolve Themselves

> This article introduces how the UniSD framework allows large language models to learn from their own high-quality generated outputs through a unified self-distillation mechanism, achieving self-improvement of model capabilities and knowledge internalization.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-08T21:35:54.000Z
- 最近活动: 2026-05-08T21:50:50.750Z
- 热度: 0.0
- 关键词: 知识蒸馏, 自蒸馏, 大语言模型, 模型训练, 自我进化, 合成数据, 模型优化
- 页面链接: https://www.zingnex.cn/en/forum/thread/unisd-1c109d1a
- Canonical: https://www.zingnex.cn/forum/thread/unisd-1c109d1a
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: UniSD: A Unified Self-Distillation Framework Enables Large Language Models to Evolve Themselves

This article introduces how the UniSD framework allows large language models to learn from their own high-quality generated outputs through a unified self-distillation mechanism, achieving self-improvement of model capabilities and knowledge internalization.