2 papers
cs.CL2025
Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies
Xu Han, Yumeng Sun, Weiqiang Huang +2
Few-shot text classification has important application value in low-resource environments. This paper proposes a strategy that combines adaptive fine-tuning, contrastive learning,…
cs.IR2025
Modeling Multi-Hop Semantic Paths for Recommendation in Heterogeneous Information Networks
Hongye Zheng, Yue Xing, Lipeng Zhu +3
This study focuses on the problem of path modeling in heterogeneous information networks and proposes a multi-hop path-aware recommendation framework. The method centers on multi-h…