Survey of converting concrete while maintaining abstraction

• Things I want to support with Using asym-editor for personal use

• [Asymmetric Reality] is also abstractly doing this

  • Asymmetric Reality optimizes some specifics while maintaining the shared things

• Summary is not just one way

• Transformation based on abstraction

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• There can be benefits in new different actions based on specific experiences from past actions

• Because model A, which is abstracted, is connecting them

Let GPT4 diverge and abstract in the metaphor space before concretizing

• Doing ~~~

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• Symbolic modeling

• Equivalent Transformation Theory

  • Equivalent Transformation Theory
  • The discussion seems close, but the website is too suspicious
    • https://www.jcdc.jp/等価変換理論について/等価変換理論展開の定義/
    • If (nishio) hadn’t quoted it, I would have closed it without reading

• https://note.com/ainest/n/n890a2e24b6bf

  • Chain-of-Abstraction: Efficient Tool Use with Multi-Step Reasoning
  • It’s interesting to first do [CoT] in abstract concepts

  • First, LLM generates a reasoning chain containing abstract placeholders. This represents the flow of reasoning without specific knowledge. Then, specific knowledge needed at each step is filled in using external tools. Through this method, LLM can learn a knowledge-independent general reasoning strategy.