Artificial Intelligence, Deep Learning, Machine Learning, Neural Networks, Math.
In processing long sequences, Transformers face challenges such as attention dilution and increased noise. As the sequence length grows, each token must compete with more tokens for attention, leading to diluted attention scores. This dilution can result in less focused and relevant contextual