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Coconut: A Framework for Latent Reasoning in LLMs

Paper link: https://arxiv.org/abs/2412.06769 Released: ninth of December 2024 a high concentrate on LLMs with reasoning capabilities, and for a great reason. Reasoning enhances the LLMs’ power to tackle complex issues, fosters stronger generalization, and introduces...

Principal Components Evaluation (PCA) Through a Latent Variable Lens

Overview of PPCA, an extension of classical PCA, and its application to incomplete data via the EM AlgorithmMy results confirm that the EM algorithm can accurately estimate the parameters in all three of those...

Understanding Latent Dirichlet Allocation (LDA) — A Data Scientist’s Guide (Part 2)

LDA Convergence Explained with a Dog Pedigree Model“What if my a priori understanding of dog breed group distribution is inaccurate? Is my LDA model doomed?”My wife asked.Welcome back to part 2 of the series,...

Stable Video Diffusion: Latent Video Diffusion Models to Large Datasets

Generative AI has been a driving force within the AI community for a while now, and the advancements made in the sphere of generative image modeling especially with the usage of diffusion models have...

Demystifying Topic Modeling Techniques in NLP Introduction Different Methods of Topic Modeling 01. Latent Dirirchlet Allocation (LDA) Implementation in Python: 02. Latent Semantic Evaluation 03. Non Negative Matrix Factorization 04. Parallel...

Welcome to this insightful article where we'll delve into the fascinating world of topic modeling. We’ll uncover the true essence of topic modeling, explore its inner workings, and discover why it has turn out...

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