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Develop a system to generate diverse types of subjective questions from PDFs and automate the grading of answers.

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Summer Internship Project

Duration: May 2024 - July 2024

Organization: Coriolis Technologies

Project Overview

During the summer of 2024, I had the opportunity to work with Coriolis Technologies on a project focused on automating the creation and grading of subjective questions and answers from PDF documents.

Project Details

  • Objective: Develop a system to generate diverse types of subjective questions from PDFs and automate the grading of answers.
  • QA Generation:
    • Created refined prompts for generating a diverse range of questions, enabling a deeper and non-monotonic understanding of the documents.
    • Implemented RAG to generate contextually relvant answers
  • Evaluation Tool:
    • Developed a robust evaluation mechanism capable of assessing answers with a high level of precision.
    • The evaluation system has been tested against human evaluations and LangSmith to ensure accuracy and reliability.

This project aimed to enhance the efficiency of creating and grading subjective questions/answers, providing a more comprehensive assessment of document content.

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Develop a system to generate diverse types of subjective questions from PDFs and automate the grading of answers.

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