In Depth

Early NLP relied on hand-crafted rules and statistical methods like TF-IDF and n-gram models. The transformer revolution transformed NLP into a pre-train-then-fine-tune discipline, with LLMs achieving human-level or better performance on many benchmarks. NLP is now embedded in search engines, customer service bots, document automation, and clinical record processing.