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Our model is parameterized through a contrastive divergence approach, combined with fine-tuning strategies to improve accuracy in generating disordered states, a feature that is critical for the accurate description of thermodynamics. This two-stage training procedure greatly enhances cooperative folding behavior. Due to these advances, CRANBERRY maintains native-like structures with RMSD distributions comparable in scale to those obtained with all-atom force fields. Furthermore, CRANBERRY exhibits better agreement with experimental data on stacking free energies and disordered structures measured by Small Angle X-ray Scattering. In addition, CRANBERRY undergoes repeated folding and unfolding transitions of the ggcGCAAgcc tetraloop, reaching a minimum RMSD of 1.4 \u00c5 from an initially extended strand. 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