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...Predicting cefr levels in learners of english the use microsystem criterial features a machine learning approach thomas gaillat universite rennes france univ fr andrew simpkin school mathematics statistics and applied national university ireland galway insight centre org nicolas ballier de paris bernardo stearns data science institute dsi annanda sousa manon bouye etu u manel zarrouk sorbonne nord lipn abstract this paper focuses on automatically assessing language proficiency according to linguistic complexity learner we implement supervised as part an automatic essay scoring system objective is uncover common european framework reference writings by foreign our method relies concept microsystems with related specific systems which several forms operate paradigmatically results internal show that different help classify from c balanced accuracy overall external combination lexical syntactic cohesive yields most efficient classification across corpora keywords functions introduction as...