DiveQA

Question Bank Generation with AI

To develop a solution that enables universities and educational coaching institutes to generate a question bank from any uploaded content, such as textbooks, class notes, or research papers, using generative AI models.

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Challenges of Manual Question Paper Creation

Creating question papers manually has been a longstanding challenge for educators, examination boards, and coaching institutes. The traditional approach is often riddled with inefficiencies, inconsistencies, and limitations, which impact the learning and assessment experience. Some of the key issues include

Key Features

Automated Question Generation

Automated Question Generation

  • Supports various content types: textbooks, class notes, research papers.
  • Uses generative AI models to extract key information and generate questions.
  • Ability to analyze and understand images and tables to generate relevant questions.
Accuracy & Reliability

Accuracy & Reliability

  • Agentic Workflow: Ensures structured and contextual question generation.
  • Difficulty Level Correctness: Maintains alignment with Bloom’s Taxonomy.
  • Contextual Awareness: Less than 2% hallucinations.
  • Hallucination Fixing: Any inconsistencies are corrected automatically behind the scenes.
  • Intuitive User Interface: Simple and effective interaction for educators.
Multi-User Login System

Multi-User Login System

  • Supports multiple roles: Admin and Teacher.
  • Admins have full control over question generation rules, user management, and system configurations.
  • Teachers can create and manage their own question banks while tracking performance analytics.
Visual Dashboards & Analytics

Visual Dashboards & Analytics

  • Provides an interactive dashboard for question distribution analysis.
  • Displays insights on question paper structure, categorized by topics, difficulty levels, and question types.
  • Enables educators to fine-tune assessments based on data-driven insights.
Difficulty Levels

Difficulty Levels

  • Three default levels: Easy, Medium, Hard (based on Bloom’s Taxonomy).
  • Customizable difficulty levels based on customer requirements.
Customizable Question Dataset Creation

Customizable Question Dataset Creation

  • Users can specify the number of questions per type and difficulty level.
  • Generates a well-structured and balanced question paper.

Future Enhancements

Cognitive & Emotional Parameters

Cognitive & Emotional Parameters

Introduce new attributes for questions, assessing not just difficulty but also cognitive and emotional complexity to ensure holistic student evaluation.

application_based_questions

Application-Based Questions

Enable coding assignments and practical problem-solving questions for STEM subjects to encourage applied learning rather than rote memorization.

Question Paper Analysis

Question Paper Analysis

Upload previous years’ question papers to analyze patterns, question distributions, and topic coverage, allowing educators to refine question sets over time.

topic_based_question_generation

Topic-Based Question Generation

Enable users to specify particular topics for targeted question creation, ensuring better alignment with specific subjects, modules, or learning objectives.

Conclusion

This AI-powered question bank generation system is a groundbreaking innovation in the field of education. By leveraging advanced AI models, the system provides an efficient and scalable solution for educational institutions to create structured, high-quality question sets. The automation not only ensures accuracy, flexibility, and adherence to pedagogical standards but also drastically reduces manual effort, saving hours of work and minimizing human errors while improving exam consistency. The ability to scale, adapt, and evolve with future enhancements makes this system a critical tool for modern educational needs. By eliminating traditional inefficiencies and providing a robust, AI-driven approach to assessment creation, this system will redefine how educators generate and manage exam content, contributing to a more effective and streamlined educational ecosystem.