The linguistic patterns that you mentioned (parts of speech, etc.) are too simplistic to describe language's idiosyncrasy and they ignore language acquisition.

The linguistic patterns that you mentioned (parts of speech, etc.) are too simplistic to describe language's idiosyncrasy and they ignore language acquisition. Machine learning and data-driven methods require models with millions of parameters. Linguistic theories have traditionally not used such models.