Supervised methods such as Support Vector Machine (SVM) and Maximum Entropy (ME) estimate the weight of each feature based on training data which are then used to calculate the final score.
these supervised learning-based methods may not be applicable to our proposed issue as we are motivated to build a language independent unsupervised system.