You might be getting a good _recall_ rate, since vectorize search is ANN, but the _precision_ can be low, because reranker piece is missing. So I would slightly improve it by adding 10 more lines of code and introducing reranker after the search (slightly increasing topK). Query expansion in the beginning can be also added to improve recall.