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MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models

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MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models

This is the official codebase of the MindMap ❄️ framework for eliciting the graph-of-thoughts reasoning capability in LLMs, proposed in MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models.

Overview

We present MindMap, a plug-and-play prompting approach, which enables LLMs to comprehend graphical inputs to build their own mind map that supports evidence-grounded generation. Here is an overview of our model architecture:

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MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models

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  • Python 88.3%
  • Jupyter Notebook 11.7%