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Multimodal Document Re-ranking on MMDocIR (test)

100Parse RateConstrained-decoding Base
89.692.39597.7Jun 11, 2026

Evaluation results

MethodLinks
Constrained-decoding BaseEvaluation Protocol=Zero-shot, N=102026.0610085.7
PRISMR (α-mode) (concat)Evaluation Protocol=Zero-shot, N=102026.0610075.3
PRISMR (β-mode) (mean)Evaluation Protocol=In-domain fine-tune, N=102026.0610083.4
PRISMR (α-mode) (concat)Evaluation Protocol=In-domain fine-tune, N=102026.0610084.4
RankGPTEvaluation Protocol=Zero-shot, N=102026.069076.1