Intelligent Based System to Identify Malpractice in Assignment/Internals Using Document Comparison Technique

Documents are usually collected for evaluation from students. These documents require extensive scrutiny from instructor in assigning the marks. Document similarity technique can be used for identifying the initial level of malpractice. Proposed model uses three algorithms Jaccard index, TF -IDF and Doc2Vec for identification. Doc2Vec proves to be more accurate that the other two. There is a tradeoff between execution time and similarity index. Results indicate that based on the requirement all the three algorithms can be used. In this paper we have also mentioned the threshold that can be used for identifying malpractice.