Atom of Thoughts (AoT)
by kbsooo
Atom of Thoughts (AoT) is a Model Context Protocol (MCP) server implementing a decomposition-based reasoning framework. It's based on the research paper "Atom of Thoughts for Markov LLM Test-Time Scaling".
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What is Atom of Thoughts (AoT)?
Atom of Thoughts (AoT) is a decomposition-based reasoning framework implemented as a Model Context Protocol (MCP) server. It decomposes complex problems into independent, reusable atomic units of thought, enabling more robust problem-solving.
How to use Atom of Thoughts (AoT)?
- Define premise atoms. 2. Create reasoning atoms based on premises. 3. Create hypothesis atoms based on reasoning. 4. Create verification atoms to verify hypotheses. 5. Derive conclusion atoms based on verified hypotheses. 6. Use atom decomposition for deeper exploration. 7. Present the high-confidence conclusion atom as the final answer.
Key features of Atom of Thoughts (AoT)
Decomposition-Contraction Mechanism: Decomposes atoms into smaller sub-atoms and contracts them back after verification.
Automatic Termination Mechanism: Automatically terminates when reaching maximum depth or finding a high-confidence conclusion.
Confidence Evaluation: Explicitly measures the confidence of each thought to improve conclusion validity.
Verification Process: Evaluates hypotheses through systematic verification stages.
Use cases of Atom of Thoughts (AoT)
Solving problems requiring complex reasoning.
Generating hypotheses that need verification from multiple perspectives.
Deriving high-confidence conclusions in scenarios where accuracy is crucial.
Minimizing logical errors in critical tasks.
Decision-making requiring multiple verification steps.
FAQ from Atom of Thoughts (AoT)
What is an atom in AoT?
What is an atom in AoT?
Atoms are the basic units of thought, categorized as premise, reasoning, hypothesis, verification, or conclusion.
What is AoT-light?
What is AoT-light?
AoT-light is a lightweight version of AoT optimized for faster processing with a lower maximum depth and simplified verification.
How does the decomposition-contraction mechanism work?
How does the decomposition-contraction mechanism work?
It breaks down complex atoms into smaller sub-atoms, verifies them, and then contracts them back to the original atom, calculating the confidence level.
What is the purpose of the automatic termination mechanism?
What is the purpose of the automatic termination mechanism?
It automatically stops the process when a high-confidence conclusion is found or the maximum depth is reached, saving computational resources.
How does AoT compare to sequential thinking?
How does AoT compare to sequential thinking?
AoT is better suited for complex problems requiring systematic verification and high reliability, while sequential thinking is more efficient for simpler problems.