Custom Quiz Generation for Domain Specific Strength and Weakness Analysis

Abstract

Custom quiz generation is a process of automatically generating quizzes tailored to individual learners. This paper presents a novel approach for generating custom quizzes based on the learner's preferences, knowledge level, and learning objectives. The system starts by collecting information about the learner, such as their preferred topic, difficulty level, and desired length of the quiz. It then uses this information to select appropriate questions from a question database. The questions are selected based on their relevance to the learner's preferences and their ability to assess the learner's knowledge. To ensure the quizzes are engaging and effective, the system also incorporates adaptive techniques. These techniques modify the quiz content and format based on the learner's responses, providing personalized feedback and adjusting the difficulty level accordingly. The generated quizzes can be used for various purposes, including self-assessment, practice, and knowledge reinforcement. Experimental results demonstrate the effectiveness of the proposed approach in generating custom quizzes that meet the learner's specific needs and preferences.