Your graphs are measuring accuracy [1] (i'm assuming precision?), not recall? My impression is that your approach would miss surfacing potentially relevant candidates, because that is the tradeoff IVF makes for memory optimization. I'd expect that this especially struggles with high dim vectors and large datasets.

[1] https://cdn.hashnode.com/res/hashnode/image/upload/v17434120...