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docs: templates updated titles (#25646)

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Updated titles into a consistent format. 
Fixed links to the diagrams.
Fixed typos.
Note: The Templates menu in the navbar is now sorted by the file names.
I'll try sorting the navbar menus by the page titles, not the page file
names.
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Leonid Ganeline
2024-08-23 01:19:38 -07:00
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parent 1b2ae40d45
commit 163ef35dd1
106 changed files with 366 additions and 344 deletions
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templates/stepback-qa-prompting/README.md
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# stepback-qa-prompting
# Step-Back Question-Answering
This template replicates the "Step-Back" prompting technique that improves performance on complex questions by first asking a "step back" question.
This technique can be combined with regular question-answering applications by doing retrieval on both the original and step-back question.
Read more about this in the paper [here](https://arxiv.org/abs/2310.06117) and an excellent blog post by Cobus Greyling [here](https://cobusgreyling.medium.com/a-new-prompt-engineering-technique-has-been-introduced-called-step-back-prompting-b00e8954cacb)
Read more about this in the [Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models](https://arxiv.org/abs/2310.06117) paper and an excellent blog post by Cobus Greyling [here](https://cobusgreyling.medium.com/a-new-prompt-engineering-technique-has-been-introduced-called-step-back-prompting-b00e8954cacb)
We will modify the prompts slightly to work better with chat models in this template.