Knowledge of every member of a species is better than few samples? LLM became better due to its huge dataset instead of just few samples.

You hit diminishing returns pretty quickly. And LLM training only bothers with a single copy of each book; they don't even need to destroy the documents. (Eg they didn't destroy the American declaration of independence to train on it.)