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Techniques

Tree-of-Thought (ToT)

Reasoning method where the model explores multiple paths in parallel and picks the best.

Definition

Tree-of-Thought (ToT) is a reasoning technique where the model explores multiple solution paths in parallel, evaluates each, and picks the best — instead of committing to one chain. Lifts accuracy on hard reasoning beyond what self-consistency CoT achieves but at significantly higher token cost. More common in research papers than production due to expense.

Example

For a complex puzzle, the model generates 4 candidate first-step approaches, evaluates each, expands the most promising 2, and continues until a solution is reached.

When to use

Research, hardest reasoning problems, when CoT and self-consistency don't converge.

Also known as

tree of thought, tot

Related terms

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