Most APIs and databases still deal with structured information. Therefore, in order to better work with those, it can be useful to extract structured information from text.
Extracting the correct API parameters from a user query
This work is extremely related to output parsing.
For a deep dive on extraction, we recommend checking out kor, a library that uses the existing LangChain chain and OutputParser abstractions but deep dives on allowing extraction of more complicated
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