The xcexb2-turn is a secondary protein structure type that plays an important role in protein configuration and function. Development of accurate prediction methods to identify xcexb2-turns in protein sequences is valuable. Several methods for xcexb2-turn prediction have been developed, however, the prediction quality is still a challenge and there is substantial room for improvement. Innovations of the proposed method focus on discovering effective features, and constructing a new architectural model.