YangLing0818/buffer-of-thought-llm

[NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

46
/ 100
Emerging

Implements a meta-buffer system that stores and dynamically retrieves high-level thought-templates distilled from diverse reasoning tasks, using adaptive instantiation and a buffer-manager for scalable updates. Evaluated on 10 reasoning-intensive benchmarks (Game of 24, geometric reasoning, chess), achieving 11-51% improvements over prior approaches while requiring ~88% less computational cost than multi-path methods like tree-of-thought. Integrates with multiple LLM backends via OpenAI-compatible APIs and supports RAG-based meta-buffer management for efficient template selection.

675 stars. No commits in the last 6 months.

Stale 6m No Package No Dependents
Maintenance 2 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 18 / 25

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Stars

675

Forks

64

Language

Python

License

MIT

Last pushed

Jun 28, 2025

Commits (30d)

0

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