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Advanced Reasoning Techniques

Go beyond chain-of-thought with tree-based reasoning, self-consistency, ReAct agents, and program-aided prompting.

3 lessons

~1 hours (25 min)

Tree of Thoughts & Self-Consistency

Explore branching reasoning paths and majority-vote strategies to dramatically improve accuracy on hard problems.

ReAct & Reflexion

Learn how interleaving reasoning with actions and self-reflection loops push model capabilities further.

Program-Aided Language Models

Combine natural language reasoning with executable code to solve math, data, and logic problems accurately.