The Rise and Fall of Machine Translation: From First AI Boom to ALPAC Crash

TheTuringPost · x · 2026-08-01

This article traces the early historical roots of Large Language Models (LLMs) back to the ideas of computational linguistics born in the 1930s.

It highlights how early mechanical translation sparked the first AI boom. However, due to overpromising and technical limitations, the ALPAC report in 1966 delivered a harsh verdict, leading to a collapse in funding and the first AI winter. Despite this, these early attempts and setbacks laid the crucial foundations for modern LLMs.

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