Breaking each word down to its Latin root clarifies what specific quality it actually describes, which helps separate the near-miss options from the exact match.
Tracing each word back to its Latin root shows that only incorrigible is actually built around the idea of correction.
Therefore, the correct answer is Incorrigible.