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cs.CL2026
Lens: Bringing the Right Semantic Perspective into Focus for Training-Free Multimodal Representation Learning
Xinran Liu, Shouqian Shi, Yixian Chen +3
High-quality representations are essential for a wide range of downstream tasks. Dedicated embedding models are explicitly optimized for representation learning, yet their training…
cs.CL2026
IRIS: Reusable Identity Representations from Frozen LLMs for Entity Alignment
Xinran Liu, Shengtao Li, Shouqian Shi +2
Entity alignment (EA) identifies entities across knowledge graphs (KGs) that refer to the same real-world object. Conventional EA methods mainly exploit explicit graph structures a…