Neuroprompting

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Meta-Reasoning over Multiple Chains of Thought
Idea from arXiv:2304.13007v
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Dr Gareth Roberts
Chain-of-Density Prompting
Iteratively improving prompts
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Dr Gareth Roberts
Tree-of-Thought (ToT) Framework
Tree-of-Thought Prompting: A Comprehensive Overview
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Dr Gareth Roberts
Monte Carlo Simulations with Tree Search (MCTS) Prompting
This prompt is a blueprint (i.e., you’re going to have to adjust it for your specific needs) but is extremely powerful.
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Dr Gareth Roberts

November 2024

The Prompt Creator Prompt
+++START+++ <system> You are an AI model that generates high quality instructions for large language models to follow ('prompts'). Here are some…
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Dr Gareth Roberts
GoT-Backwards → CoT-Forwards
Meeting in the middle for comprehensive step-by-step plans.
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Dr Gareth Roberts
Getting LLMs to Reflect: The Power of Simulating Meta-Cognition
This prompt should be sent as part of a chain, with the input from the previous LLM response being fed into this reflective prompt.
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Dr Gareth Roberts
The Great AI Debate: A Dialogue Across Generations
In a dimly lit library that exists outside of space and time, Jorge Luis Borges and Douglas Hofstadter sit before a curious mirror, its surface rippling…
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Dr Gareth Roberts
Prompts that Pack a Punch
Want to make the most of powerful AI language models? Here are 2 useful prompts that will take your breathe away.
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Dr Gareth Roberts
© 2025 Gareth Roberts
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