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Instruction Fine-Tuning Frameworks · Awesome GitHub Repositories

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Awesome GitHub RepositoriesInstruction Fine-Tuning Frameworks

Frameworks for supervised fine-tuning of language models on instruction-response pairs.

Distinguishing note: Specifically targets instruction-following capabilities rather than general-purpose pre-training.

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  • tatsu-lab/stanford_alpaca

    tatsu-lab/stanford_alpaca

    30,266View on GitHub↗

    This project provides an end-to-end framework for adapting large language models to follow user instructions through supervised fine-tuning. It functions as a comprehensive training pipeline that enables the creation of specialized assistant models by minimizing the difference between predicted outputs and target responses within structured instruction datasets. The framework distinguishes itself by integrating synthetic data generation with memory-efficient training techniques. It utilizes powerful language models to iteratively expand small sets of human-written seeds into diverse, high-qua

    Train a language model using supervised learning on instruction demonstrations generated by a larger model to create a cost-effective and capable assistant.

    Pythondeep-learninginstruction-followinglanguage-model
    30,266View on GitHub↗