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Ali Basirat's Projects

diffdp icon diffdp

Differentiable Perturb-and-Parse operator

llm-adapter icon llm-adapter

A plug-and-play adapter architecture that efficiently adapts large language models to downstream tasks. Essential for client-server architecture language model services. A practical approach to adapting LLMs' hidden activations without modifying the base model.

principal_word_vectors icon principal_word_vectors

We use principal component analysis for word embedding. The method is able to process both annotated and raw corpora.

shifted-randomized-svd icon shifted-randomized-svd

An extention of the randomized singular value decomposition (SVD) algorithm to estimate the SVD of a shifted data matrix without explicitly constructing the matrix in the memory. With no loss in the accuracy of the original algorithm, the extended algorithm provides for a more efficient way of matrix factorization. The algorithm facilitates the low-rank approximation and principal component analysis (PCA) of off-center data matrices. When applied to different types of data matrices, our experimental results confirm the advantages of the extensions made to the original algorithm.

ud-tagger icon ud-tagger

A multi-task neural network model for multi-tagging of natural languages

uuparser icon uuparser

A transition-based parser for Universal Dependencies with BiLSTM word and character representations.

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