Overlearn

//əʊvəˈləːn// verb

verb ·Rare ·Advanced level

Definitions

Verb
  1. 1
    To learn (something) more than is necessary; to study excessively, to take (something) too much to heart.

    "Why the rigmarole of a military survey before enacting a measure most Americans already favoured? Maybe he over-learned the lesson of the clobbering Bill Clinton got when he barged into this area right at the start of his presidency."

  2. 2
    To learn (something) to the point where responses become instinctive.
  3. 3
    Mostly when talking about neural networks, to learn a task to the point where responses actually start to degrade. Compare with overfit, in model tuning contexts.

Example

More examples

"Why the rigmarole of a military survey before enacting a measure most Americans already favoured? Maybe he over-learned the lesson of the clobbering Bill Clinton got when he barged into this area right at the start of his presidency."

Etymology

From over- + learn.

Related phrases

Data sourced from Wiktionary, WordNet, CMU, and other open linguistic databases. Updated March 2026.