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Executive Summary The field of artificial intelligence is undergoing a profound transformation, driven by the emergence of Large Language Models (LLMs) capable of processing context windows exceeding one million tokens. Read More …
Part I: Foundational Principles of Sparse Architectures Section 1: Introduction – The Scaling Imperative and the Rise of Conditional Computation The trajectory of progress in large language models (LLMs) has Read More …
Section 1: Introduction: The Quest for Deliberate Reasoning in Language Models 1.1 The Limitations of Autoregressive Generation for Complex Problems Large Language Models (LLMs) have demonstrated remarkable capabilities in generating Read More …