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There is an algorithm called BM25 precisely for this, which is a more sophisticated version of tf-idf,
tf-idf is term frequency times inverse document frequency, a very old school information retrieval system that just works actually really well even today.
And BM25 is a more sophisticated version of that, is still, you know, beating most embeddings on ranking.
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