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Yuntao Du

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Jul 2026

Can Multimodal Large Language Models Understand OCT?

OCT-Bench enables comprehensive and fine-grained evaluation of MLLMs, providing a foundation for identifying capability bottlenecks and advancing clinically grounded OCT understanding.

Baochen Fu, Wenzhi Deng, Baihao Jin et al. · 3 citations
Preprint Aug 2026

Does Forgetting Transfer Across Modalities? A Real-World Benchmark for Cross-Modal Knowledge Unlearning Evaluation

UNLINK-VL is introduced, a real-world benchmark for cross-modal knowledge unlearning in VLMs that demonstrates that relying solely on intra-modal evaluation, particularly text-only evaluation, may substantially overestimate the effectiveness of knowledge unlearning in VLMs, underscoring the need for cross-modal unlearn...

Chun-Lin Liu, Jun-Nian Chen, Haitong Jiang et al. · 0 citations

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