The English Parsing Problem That Led to Modern LLM Transformers

Linguists spent decades struggling to teach computers to understand sentence grammar — a problem called constituency parsing. The 2017 Transformer architecture, which lets every word directly interact with every other word simultaneously, solved this far better than previous sequential models, and that same breakthrough now powers modern AI like ChatGPT.