feat: add React text

[MrtinoRG]

Summary by Sourcery

Enhance the appendix with detailed information on tool-augmented models, specifically ReAct-style environments, and their performance. Update the documentation to include explanations of the tools used and their impact on model performance.

Enhancements:

• Enhance the appendix to include detailed information on tool-augmented models, specifically ReAct-style environments, and their performance.

Documentation:

• Update the appendix to provide a comprehensive explanation of tool-augmented models and their performance, including the use of specific tools like WolframAlpha and ArXiv API.

[sourcery-ai]

Reviewer's Guide by Sourcery

The changes primarily focus on expanding the documentation in the LaTeX files by adding a new subsection about tool-augmented models and updating existing content. The implementation includes adding references, modifying captions, and linking new content with existing sections.

No diagrams generated as the changes look simple and do not need a visual representation.

File-Level Changes

Change	Details	Files
Added a new subsection discussing tool-augmented models and their performance	Introduced discussion of ReAct-style tool augmentation environment Described available tools including WolframAlpha, ArXiv API, Wikipedia, and web search Explained performance comparisons between models with and without tools Discussed implementation challenges and engineering requirements	src/tex/appendix.tex
Updated table caption with additional context about model configurations	Added explanation of T-one temperature setting Included information about ReAct systems and their constraints Added cross-reference to new ReAct environment section	src/tex/appendix.tex
Enhanced conclusion section with reference to ReAct systems	Added reference to ReAct systems discussion Included cross-reference to new section	src/tex/ms.tex
Added new bibliography entry	Added citation for Chain-of-Thought prompting paper	src/tex/references.bib

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[sourcery-ai]

Hey @MrtinoRG - I've reviewed your changes - here's some feedback:

Overall Comments:

• Consider standardizing the capitalization of 'LLM'/'llm' throughout the document for consistency

Here's what I looked at during the review

• 🟢 General issues: all looks good
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

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[kjappelbaum]

lgtm, thanks!

[kjappelbaum]

If we could add a citation to langchain at a good place we are done here, I think!

@software{Chase_LangChain_2022,
author = {Chase, Harrison},
month = oct,
title = {{LangChain}},
url = {https://github.com/langchain-ai/langchain},
year = {2022}
}

[MrtinoRG]

Done!

[kjappelbaum]

need to later check how this renders, but it is good for now. Thanks!

[kjappelbaum]

wohoo! 🚀