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LFM models support fine-tuning with popular frameworks and tools. Whether you need to adapt models for domain-specific tasks, improve accuracy on your data, or optimize for production workflows, these guides will help you get started.

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Workbench

Evaluate and iterate on prompts with Liquid’s no-code Workbench tool

Finetuning Datasets

Prepare datasets in the right format for SFT, DPO, and GRPO training

TRL

Fine-tune LFM models using Hugging Face’s TRL library

Unsloth

Fast and memory-efficient fine-tuning with Unsloth