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1. Introduction: The Autoregressive Hegemony and the Diffusion Alternative 1.1 The Deterministic Bottleneck of Sequential Generation For the past decade, the field of Natural Language Processing (NLP) has been dominated Read More …
Executive Overview The application of machine learning in the financial industry is undergoing a significant transformation, marked by two parallel and equally impactful trends. The first is the rapid evolution Read More …
Section 1: Foundations and Necessity of Tokenization 1.1 Definition and Role as the Input Layer to Neural Networks Tokenization serves as the foundational first step in the Natural Language Processing Read More …
The Anatomy of LLM Inference and Its Intrinsic Bottlenecks The deployment of Large Language Models (LLM) in production environments has shifted the focus of the machine learning community from training-centric Read More …
Introduction Natural Language Processing (NLP) is a subfield of artificial intelligence that focuses on the interaction between computers and human language. It encompasses a range of techniques and algorithms that Read More …