Author

Yan Zhang

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#artificial intelligence Preprint Aug 2026

More Perspectives, Stronger Signals: Multi-Perspective Enhancement and Progressive Fusion for Multimodal Entity Representation Learning

PrismF is a unified framework that synergizes multi-perspective enhancement with progressive fusion to extract stronger signals from diverse inputs and improves cross-modal integration through a progressive fusion strategy that dynamically calibrates inter-modal interactions.

Chen-Yi Xiong, Yan Zhang, Jing Hu et al. · 0 citations

Conference Open access Sep 2026

LECDPR:LLM Enhancement and Concept-Document Interactive Modeling for Prerequisite Relation Prediction

LECDPR elicits an LLM via two-stage prompting to distill concept descriptions and contextual evidence from documents, resulting in semantic space embeddings, and the complex interactive relations between concepts and documents are modeled to produce relational space embeddings.

Kui Xiao, Le-Le Zheng, Xiao-Xue He et al. · Proceedings of the Thirty-Fi... · 0 citations