Seeing Through Words: Controlling Visual Retrieval Quality with Language Models
Aesthetic
Relevance
1 Quality-conditioned query completion
<aes=?> <rel=?> complete: “
2 CLIP retrieval over the image index
waiting for query…
3 Cached quality profiles for this query

Pick a query and a quality profile — the LLM rewrites the query, the rewritten query decides what comes back.

retrieved imagetop-1
Rel: High · Aes: High
Aesthetic0.000
110
Relevance0.000
0.300.45