From Linear Chains to Deliberate Cognition: An Analysis of Advanced Reasoning in Large Language Models

Part I: The Emergence of Explicit Reasoning – The Chain-of-Thought Paradigm The advent of large-scale transformer models marked a significant inflection point in the capabilities of artificial intelligence, particularly in Read More …

From Linear Chains to Deliberate Exploration: A Comprehensive Analysis of Chain-of-Thought (CoT) and Tree-of-Thought Reasoning in Large Language Models

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 …