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[revise] small edits and fixed typos (#510)

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* [revise] made small edits and fixed typos

* fix: revert back to original descriptions

* small language updates

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Co-authored-by: Simón Fishman <simonpfish@gmail.com>
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@ -34,7 +34,7 @@ In more advanced search systems, the cosine similarity of embeddings can be used
## Question answering
The best way to get reliably honest answers from GPT-3 is to give it source documents in which it can locate correct answers. Using the semantic search procedure above, you can cheaply search a corpus of documents for relevant information and then give that information to GPT-3, via the prompt, to answer a question. We demonstrate in [Question_answering_using_embeddings.ipynb](examples/Question_answering_using_embeddings.ipynb).
The best way to get reliably honest answers from GPT-3 is to give it source documents in which it can locate correct answers. Using the semantic search procedure above, you can cheaply search through a corpus of documents for relevant information and then give that information to GPT-3 via the prompt to answer a question. We demonstrate this in [Question_answering_using_embeddings.ipynb](examples/Question_answering_using_embeddings.ipynb).
## Recommendations