Evolution of NLP Models

A significant leap in natural language processing occurred with the transition from basic word representations to context-aware embeddings. This shift laid the groundwork for deep neural networks, which enhance model performance by increasing the number of connections, much like the complexity found in biological systems. As models continue to scale, the impact on their capability and efficiency is profound and ongoing.