Matrix Decomposition

method ID: matrixdecomposition

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A Provably Correct Learning Algorithm for Latent-Variable PCFGs

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We introduce a provably correct learning algorithm for latent-variable PCFGs. The algorithm relies on two steps: first, the use of a matrix-decomposition algorithm ap- plied to a co-occurrence matrix estimated …...

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Compressing Pre-trained Language Models by Matrix Decomposition

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AbstractLarge pre-trained language models reach state-of-the-art results on many different NLP tasks when fine-tuned individually; They also come with a significant memory and computational requirements, calling for methods to reduce …...

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