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It does exist! I built this for the monthly Who's Hiring threads: https://hnresumetojobs.com/ https://hnresumetojobs.com/ It just does cosine similarity with O
by SCUSKU 2y ago
It does exist! I built this for the monthly Who's Hiring threads: https://hnresumetojobs.com/ https://hnresumetojobs.com/
It just does cosine similarity with OpenAI embeddings + pgVector. It's not perfect by any means, but it's useful. It could probably stand to be improved with a re-ranker, but I just never got around to it.
- quantadev 2y agoVery cool. I knew it was too obvious an idea to be missed! Did you read my comments below about how you can maybe "scale up" a vector based on number of years of experience. I think that will work. It makes somebody with 10 yrs Java Experience closer to the target than someone with only 5yrs, if the target is 10 years! -- but the problem is someone with 20yrs looks even worse when they should look better! My problem in my life. hahaha. Too much experience. I think the best "matching" factor is to minimize total distance where each distance is the time-multiplied vector for a specific skill.