Quiz Generator
Automating Assessment Creation with Advanced AI Solutions
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Business Challenges
The traditional method of creating assessments manually is laborious, time-consuming, and often requires outsourcing or hiring freelancers. This process consumes significant time, energy, and resources, necessitating a scalable solution that can automatically generate quizzes from any given document without human intervention.
- Manual Labor: Creating assessments manually is time-consuming and labor-intensive.
- Outsourcing Costs: Often requires outsourcing or hiring freelancers, leading to increased costs.
- Scalability Issues: Manual processes are not scalable for large volumes of content.
- User Interface Complexity: Existing solutions have interfaces that can be complicated for users.
Our Approach
To address these challenges, we developed a Proof of Concept (POC) for an AI-powered Quiz Generator Solution using Natural Language Processing (NLP) to automate assessment creation.
- Summarization: Used Google T5 model for abstractive summarization, ensuring the algorithm rephrases lines instead of simply picking them.
- Keyword Extraction: Employed PKE and Multipartite Rank algorithm to extract and compare keywords from the original and summarized text.
- Question Generation: Used the T5 pre-trained model trained on Squad v1.1 dataset to generate questions from the summary and keywords.
- Distractors Generation: Utilized sense2vec vectors and sentence transformer embeddings to generate and filter distractors for multiple-choice questions.
Key Takeaways
- Time and Effort Reduction: Achieved a 79% reduction in time and effort for educational institutions.
- Faster Compliance Materials Generation: Generated compliance materials 12 times faster for HR departments.
- Cost Savings: Enabled textbook publishers and e-learning companies to save up to 78% of their costs.
- Scalability: Provided a scalable solution that can handle large volumes of text and generate assessments efficiently.
- User-Friendly Interface: Developed an easy-to-use web application for seamless document upload and MCQ generation.
Use Case
Our AI-powered solution automates the generation of quizzes, worksheets, and exam papers from any piece of text. This solution caters to various stakeholders including educational institutions, HR professionals, and publishers, providing a scalable and efficient method to create assessments.
Results
- Time and Effort Reduction: Achieved a 79% reduction in time and effort for educational institutions.
- Faster Compliance Materials Generation: Generated compliance materials 12 times faster for HR departments.
- Cost Savings: Enabled textbook publishers and e-learning companies to save up to 78% of their costs.
- Scalability: Provided a scalable solution that can handle large volumes of text and generate assessments efficiently.
- User-Friendly Interface: Developed an easy-to-use web application for seamless document upload and MCQ generation.