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Collage: A New Machine Learning Approach To Deal With Floating-point Errors In Low-precision To Make Llm Training Accurate And Efficient

Deep Learning Natural Language Processing May 10, 2024

COLLAGE is a novel approach that uses a Multi-Component Float (MCF) representation to optimize efficiency and memory usage during training of large language models.…

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Collage: A New Machine Learning Approach To Deal With Floating-point Errors In Low-precision To Make Llm Training Accurate And Efficient