..how language models can better generalize across languages and adapt to cultural contexts. Combining parameter efficient fine tuning with insights from cultural learning theory, she shows how targeted training interventions can improve robustness and multilingual performance.

Her work further demonstrates how situated evaluation and social interaction settings can deepen our understanding of cultural competence in language models and help create more nuanced and context sensitive NLP systems.