Help me write an outline on this paper

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Based on the content of the paper you've provided, it seems to be discussing a method called FRESHPROMPT, which is used to introduce contextually relevant and up-to-date information from a search engine to a pre-trained Language Learning Model (LLM). The method also teaches the model to reason over retrieved evidences. Here's a suggested outline for your paper:

I. Introduction

  • Brief overview of the FRESHPROMPT method
  • Importance of contextually relevant and up-to-date information in LLMs
  • The need for models to reason over retrieved evidences

II. FRESHPROMPT Method

  • Detailed explanation of the FRESHPROMPT method
  • How it introduces contextually relevant and up-to-date information from a search engine to a pre-trained LLM
  • How it teaches the model to reason over retrieved evidences

III. The Process of FRESHPROMPT

  • The use of a question to query a search engine
  • The retrieval of search results, including the answer box, organic results, and other useful information
  • The extraction of associated text snippets and other information from the results
  • The creation of a list of retrieved evidences

IV. In-Context Learning

  • How the retrieved evidences are used to condition the model through in-context learning
  • The importance of focusing on more recent evidences

V. Conclusion

  • Summary of the FRESHPROMPT method and its benefits
  • Potential applications and implications for future research

VI. Appendices

  • Detailed figures and additional data supporting the paper
Remember, this is just a suggested outline. Depending on the specific requirements of your assignment or the guidelines provided by your professor, you may need to adjust this outline accordingly. For further knowledge, you might want to look into other methods used in language learning models, the importance of context in AI, and the role of search engines in AI research.