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Multimodal Image-Retrieval Re-ranking on INQUIRE Rerank iNaturalist 2024 (test)

100Parse Rate (%)Constrained-decoding Base
6.430.75579.3Jun 11, 2026

Evaluation results

MethodLinks
Constrained-decoding BaseEvaluation Protocol=Zero-shot, N=102026.061000.841
PRISMR (α-mode) (concat)Evaluation Protocol=Zero-shot, N=102026.061000.705
PRISMR (β-mode) (mean)Evaluation Protocol=In-domain fine-tune, N=102026.061000.831
PRISMR (α-mode) (concat)Evaluation Protocol=In-domain fine-tune, N=102026.061000.804
RankGPTEvaluation Protocol=Zero-shot, N=102026.06900.728
Base (score-by-score)Evaluation Protocol=Zero-shot, N=102026.06100.707