Riccardo Rosati

Ditch one-hot labels for medical image grading: soft-labeling with unimodal probability distributions unlocks significantly better performance in assessing Knee Osteoarthritis severity.

Smaller, instruction-tuned LLMs can actually beat their larger counterparts in complex role-playing scenarios, thanks to the surprising discovery that bigger models often suffer from user-alignment bias and reduced consistency.