Mitigating Saliency Collapse: Robust Saliency-Aware Long-Text Image-Text Alignment.

arXiv:2610.31005v2 Announce Type: replace Abstract: Long-text image-text alignment is essential for fine-grained scene understanding, yet existing methods mainly focus on extending context length or improving local alignment. We identify an overlooked failure