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Distill a chat model with TRL's GOLD trainer

An on-policy distillation example that trains a smaller chat model using a separate teacher.

Published by Hugging Face TRL

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How to use it

The source shows a Qwen3-4B teacher with smaller student configurations. It uses the TRL GOLD trainer and a chat dataset selected from the NVIDIA Nemotron specialized collection.

Use the example commands to set the teacher, student, and data configuration. Compare the trained student and its baseline on held-out tasks before drawing conclusions from the distillation loss.

Framework
Hugging Face TRL
Dataset
nvidia/Nemotron-Pretraining-Specialized-v1.1
Hardware
Minimum VRAM unspecified.
Access
Public publisher script and launch examples.
Official resource