This paper investigates using social tags for the purpose of making personalized content recommendations. Our tag-based recommender creates a personalized bookmark recommendation model for each user based on "current" and "general interest" tags, defined by different time intervals. Categories and Subject Descriptors H.3.3 [Information Search and Retrieval]: Information filtering. General Terms Algorithms, Design, Experimentation. Keywords Recommendation, personalization, social tags, bookmarks.