Graph of Thoughts (GoT) Reasoning

Advanced multi-path reasoning beyond tree structure. Explores, combines, and synthesizes solutions.

Research Foundation

Based on: Besta et al. (2024) - "Graph of Thoughts: Solving Elaborate Problems with Large Language Models" (AAAI)

Key Insight: Tree structure limits thought combination. Graphs allow:

• Merging insights from different branches
• Feedback loops for iterative refinement
• Non-linear dependencies between thoughts
• Aggregation and distillation of multiple solutions

Performance: +62% quality improvement on synthesis tasks, +31% cost reduction via thought reuse.

GoT vs ToT vs CoT