Introduction: The Transformer Revolution and its Limitations The Transformer architecture, introduced in the groundbreaking paper ‘Attention is All You Need’ [Vaswani et al., 2017](https://arxiv.org/abs/1706.03762), has revolutionized the field of Natural Language Processing (NLP). Its core strength lies in the attention mechanism, which allows the model to weigh the importance of different words in a sequence