Can LLMs Really Learn to Translate a Low-Resource Language from One Grammar Book?

Published in arXiv, 2024

Available here

tl;dr: We show LLMs fail to exploit grammatical explanations for translation, but benefit from typological knowledge for linguistic tasks.