Deep learning has transformed the field of natural language processing (NLP), enabling systems to interpret human language with unprecedented accuracy. Neural networks, particularly those with multiple layers, have proven powerful at learning complex patterns and relationships within text data. This has led to breakthroughs in a wide range of NLP t