XPERT extracts and reuses cross-domain expert knowledge from pre-trained MoE LLMs via inference analysis and tensor decomposition to improve performance and convergence in downstream language model training.
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A guide presenting tensor algebra operations, decompositions, and gradients through tensor network diagrams for broader accessibility beyond quantum physics.
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XPERT: Expert Knowledge Transfer for Effective Training of Language Models
XPERT extracts and reuses cross-domain expert knowledge from pre-trained MoE LLMs via inference analysis and tensor decomposition to improve performance and convergence in downstream language model training.
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Tensor Cookbook: Mastering Tensors through Diagrams
A guide presenting tensor algebra operations, decompositions, and gradients through tensor network diagrams for broader accessibility beyond quantum physics.