Burkov: 7B Models May Suffice for Language Understanding, Citing Longman Analogy

Andriy Burkov draws an analogy to the Longman Dictionary, which explains 230,000 words using only 2,000 common defining words, arguing that a 7B model trained on such a vocabulary may suffice for understanding arbitrary language tasks.

2026-09-22 ~ 2026-09-22 · 2 related posts

• Burkov: a 7B model trained only on 2,000 core words could master any describable task — burkov · 2026-09-22
• Longman defines 230K words with just 2,000 — so a 7B model may be enough — burkov · 2026-09-22