**Negative Self-Distillation: Learning to Reason by Avoiding Flaws** > On-Polic

**Negative Self-Distillation: Learning to Reason by Avoiding Flaws**

> On-Policy Self-Distillation (OPSD) has emerged as a popular paradigm for large language model (LLM) self-improvement, allowing models to act as their own teachers by leveraging privileged information such as ground-truth solutions. However, recent findings indicate that OPSD can severely degrade the performance of LLMs on complex reasoning tasks: By forcing the student to imitate an artificially confident reasoning t...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：行业
- **发布时间**：2026-09-11 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2609.11699)