Xiaoxuan Liao

Multi - Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer

2025

This paper studies a text classification algorithm based on an improved Transformer to improve the performance and efficiency of the model in text classification tasks. Aiming at the shortcomings of the traditional Transformer model in …

A Hybrid Model for Few-Shot Text Classification Using Transfer and Meta-Learning

2025

With the continuous development of natural language processing (NLP) technology, text classification tasks have been widely used in multiple application fields. However, obtaining labeled data is often expensive and difficult, especially in few-shot learning scenarios. …