Estimating Grammar Skills with AI: A Zero-Shot Approach

This research explores a novel method for assessing grammatical proficiency using large language models. The zero-shot learning approach, leveraging LLM-generated pseudo-labels, could significantly advance automated grammar evaluation.

• •The research proposes a zero-shot learning approach to grammar competency estimation.
• •It utilizes pseudo-labels generated by Large Language Models.
• •The method aims to improve automated grammar evaluation techniques.