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This study investigated the relationship among foreign language learning anxiety, achievement goals, and multidimensional perfectionism.Incorporating approach and avoidance into mastery goal and performance goal, a 2X2 framework of achievement goals comprised mastery approach, mastery avoidance, performance approach, and performance avoidance in this article. Three factors, self-oriented, others-oriented, and socially-prescribed perfectionism, were explored to understand the relationship between perfectionism and foreign language learning anxiety. Results indicated that all factors of achievement goals and only socially-prescribed perfectionism were correlated to the foreign language learning anxiety. Analysis of the regression between the scale of language learning anxiety and the other factors showed that master approach, mastery avoidance, and performance approach could predict the language learning anxiety significantly