Composed image retrieval is reframed as calibrated intent resolution under uncertainty via conformal prediction sets and expected-information-gain clarification, with new AmbiCIR benchmark showing matched single-turn SOTA and faster multi-turn resolution with valid coverage.
Reason-before-retrieve: One-stage reflective chain-of-thoughts for training-free zero-shot com- posed image retrieval
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Resolving Ambiguity in Composed Image Retrieval via Calibrated Interaction
Composed image retrieval is reframed as calibrated intent resolution under uncertainty via conformal prediction sets and expected-information-gain clarification, with new AmbiCIR benchmark showing matched single-turn SOTA and faster multi-turn resolution with valid coverage.