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Semantic search for text documents #25

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SeanPedersen opened this issue Jan 6, 2021 · 1 comment
Closed

Semantic search for text documents #25

SeanPedersen opened this issue Jan 6, 2021 · 1 comment

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@SeanPedersen
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SeanPedersen commented Jan 6, 2021

Vectorize all text documents and let the user search them.

Related to #24 and #9

Just eyeballing: Glove model (average_word_embeddings_glove.6B.300d) seems to perform better than DistilBERT (stsb-distilbert-base), add some small benchmark tests with common and diverse papers and queries.

Models:
https://docs.google.com/spreadsheets/d/14QplCdTCDwEmTqrn1LH4yrbKvdogK4oQvYO1K1aPR5M/edit#gid=0

@SeanPedersen
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It would be even cooler to not just vectorize whole documents but every individual page to provide more signal / relevancy.

@SeanPedersen SeanPedersen changed the title Semantic text document search Semantic search for text documents Jan 6, 2021
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