When Machines Learned Language: The Breakthrough Journey of NLP

Understanding NLP's turbulent six-decade journey—from the failed optimism of 1960s machine translation to today's breakthrough conversational AI—reveals why recent advances like Transformers represent such a radical departure from earlier approaches. The field's historic setbacks and paradigm shifts illuminate how we finally cracked the complexity of human language that early rule-based systems fundamentally underestimated.