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Score definitions based on relevance for a given context (not complexity) #8

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jonjiang1 opened this issue May 8, 2024 · 5 comments
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@jonjiang1
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AC:

  • Given a list of definitions and a word and context, return a ranked list of "best" definition
@jonjiang1 jonjiang1 self-assigned this May 8, 2024
@wammar wammar changed the title Rank definitions Score definitions based on relevance for a given context (not complexity) May 10, 2024
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wammar commented May 10, 2024

@jonjiang1 any update on this?

@jonjiang1
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I'm currently stuck after looking into some options, it looks like Elastic and their vector db is a paid solution and I'm not entirely familiar enough with the space to know of another solution that would let us do ranked info retrieval easily.

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wammar commented May 13, 2024

ES offers a self-hosted solution for free: https://www.elastic.co/elastic-cloud-kubernetes. Alternatively, here's a relatively recent list of vector DBs: https://byby.dev/vector-databases but I'm not sure if any of them have a free tier.

Alternatively, you can implement a simplistic information retrieval system using tf/idf, so that the rest of the team is not blocked on this component, then we can decide whether it makes sense to upgrade it in a follow-up task.

@jonjiang1

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wammar commented May 17, 2024

We're pivoting to use LangChain as the solution for this. Jonathan and Bridger have a pair programming session scheduled on Saturday for this.

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wammar commented May 24, 2024

Some progress was made here, but it's not done.

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