Preface of UniReps: the Second Edition of the Workshop on Unifying Representations in Neural Models. - Clémentine Dominé; Marco Fumero; Zorah Lähner; Donato Crisostomi; Luca Moschella; Kimberly Stachenfeld (UniReps, 2025)