Author

Yingsen Pang

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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