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Yiyi Niu

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Conference Open access 2026

KnowDR-REC: Auditing Knowledge-Conditioned Visual Grounding in Referring Expression Comprehension

KnowDR-REC is introduced, a targeted audit benchmark comprising 1,042 positive triplets derived from real-world knowledge, along with rigorously matched negative samples that implements a controllable counterfactual evaluation mechanism that subjects textual expressions to single-factor perturbations to test sensitivity to fine-grained factual changes.

Guanghao Jin, Jingpei Wu, Tianpei Guo et al. · 0 citations

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