**Training Specialist Models without Reasoning Trajectories for Domain Expert Di

**Training Specialist Models without Reasoning Trajectories for Domain Expert Distillation**

> Specialist distillation effectively transfers domain expertise to student models via teacher-generated reasoning trajectories. However, when these specialists are trained solely on question--answer pairs without explicit reasoning supervision, what governs the trajectories they generate? In this work, we show that specialist optimization implicitly selects from this latent trajectory space. To isolate and observe thi...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：ai-models
- **发布时间**：2026-09-16 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2609.13770)