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cs.CL2026
Structured Prompt Optimization for Few-Shot Text Classification via Semantic Alignment in Latent Space
Jiasen Zheng, Zijun Zhou, Huajun Zhang +3
This study addresses the issues of semantic entanglement, unclear label structure, and insufficient feature representation in few-shot text classification, and proposes an optimiza…
cs.CL2025
Contrastive Knowledge Transfer and Robust Optimization for Secure Alignment of Large Language Models
Jiasen Zheng, Huajun Zhang, Xu Yan +2
This paper addresses the limitations of large-scale language models in safety alignment and robustness by proposing a fine-tuning method that combines contrastive distillation with…