How to Use LLaMA 3 for Search Enhancement in Multi-Round Reasoning?(LLaMA 3 Practical 8)
Learn how the Tree of Thought (ToT) improves multi-path reasoning, enhancing problem-solving by systematically exploring various possibilities in tasks like the 24-point game.
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Welcome to the "LLaMA 3 Practical" Series
In the previous section, we delved into how to enhance the frequency of the chain of thought using LLaMA 3.
Although we found that frequency enhancement can improve the effectiveness of the chain of thought to some extent, this approach has systemic shortcomings and may not fully tap into the potential of the chain of thought.
To address these issues, we introduce a more advanced reasoning method—“Tree of Thought” (ToT).
What is the Tree of Thought?
The Tree of Thought is often misunderstood as a simple tree-based extension of the Chain of Thought (CoT), but this view overlooks the essence and uniqueness of the Tree of Thought.
In fact, the Tree of Thought is not just an extension of the chain of thought, but introduces an entirely new mode of thinking, with significant differences and advantages.
First, the chain of thought is a step-by-step reasoning method that unfolds in a linear chain, where each step is closely connected, gradually approaching the solution to the problem.