2 papers
cs.CL2026
The Role of Implicit and Explicit Demographic Signals in Large Language Model-based Student Assessment
Donya Rooein, Luca Benedetto, Dirk Hovy
Large Language Models are now common in student assessment, but we know little about how student demographics affect their use. Sometimes, considering student demographics may be n…
cs.AI2026
Cultural Binding Heads in Language Models
Avrile Floro, Luca Benedetto
LLMs often default to equal treatment across cultural groups, even though context warrants differentiation: this is a lack of difference awareness. Using mechanistic interpretabili…