-20%

Text Simplification for Students

0 Orders 0 Wish listed

₹4,999.00

Qty
Total price:
  ₹4,999.00

Detail Description

1. Abstract

Text Simplification for Students is an AI-based application that converts complex educational content into simple, clear, and easy-to-understand language. Using Natural Language Processing (NLP) and Large Language Models (LLMs), the system simplifies difficult sentences, replaces complicated vocabulary with familiar words, and improves readability while preserving the original meaning. It helps students understand textbooks, study materials, and academic content more effectively.

2. Objectives

  1. Simplify complex educational text into student-friendly language.
  2. Improve reading comprehension and learning efficiency.
  3. Replace difficult vocabulary with simpler alternatives.
  4. Preserve the original meaning of the content.
  5. Support students with different reading and learning levels.
  6. Make educational materials more accessible.

3. Existing System

Traditional educational materials often contain complex vocabulary, lengthy sentences, and technical terminology. Students may need dictionaries, additional explanations, or teacher assistance to understand difficult concepts.

Disadvantages

  1. Difficult vocabulary can reduce comprehension.
  2. Long sentences may confuse learners.
  3. Manual simplification requires time and effort.
  4. Learning materials may not suit every student's reading level.

4. Proposed System

The proposed system uses NLP and AI models to analyze educational text and rewrite it in simpler language. Users can enter text or upload supported documents and select a preferred simplification level. The system generates a student-friendly version while attempting to retain important facts, technical concepts, and the original meaning.

Key Features

  1. Simplifies complex sentences and paragraphs.
  2. Replaces difficult words with easier alternatives.
  3. Supports different reading levels.
  4. Provides explanations for difficult terms.
  5. Processes educational text from supported documents.
  6. Displays original and simplified text for comparison.

5. Implementation Procedure

  1. Develop a user interface for entering text or uploading documents.
  2. Extract text from supported file formats.
  3. Preprocess the text using NLP techniques.
  4. Identify complex words, sentences, and terminology.
  5. Apply a text simplification model or LLM.
  6. Generate simplified text according to the selected reading level.
  7. Check whether key facts and the original meaning are preserved.
  8. Display the simplified content to the student.
  9. Test the system using educational materials of different difficulty levels.

6. Software Requirements

  1. Programming Language: Python
  2. Frontend: Streamlit or React.js
  3. Backend: Flask or FastAPI
  4. NLP Libraries: NLTK, spaCy, or Transformers
  5. AI Models: T5, BART, or a suitable LLM
  6. Data Processing: Pandas and NumPy
  7. Document Processing: PyMuPDF and python-docx
  8. Development Environment: VS Code or Jupyter Notebook
  9. Operating System: Windows, Linux, or macOS

7. Hardware Requirements

  1. Processor: Intel Core i3 or equivalent and above
  2. RAM: Minimum 4 GB; 8 GB recommended
  3. Storage: At least 5 GB of free space
  4. GPU: Optional, depending on the selected model
  5. Internet: Required when using cloud-based AI models or APIs

8. Advantages of the Project

  1. Makes complex educational content easier to understand.
  2. Improves reading comprehension.
  3. Saves time when studying difficult topics.
  4. Supports personalized learning experiences.
  5. Helps students learn unfamiliar vocabulary.
  6. Makes educational content more accessible.


No review given yet!

Fast Delivery all across the country
Safe Payment
7 Days Return Policy
100% Authentic Products

You may also like

View all

Quantum Machine Learning-Based Intrusion Detection

₹4,999.00

Digital-Twin-Based Adaptive Intrusion Detection

₹4,999.00

Federated Intrusion Detection for Distributed Networks

₹4,999.00

Cloud Intrusion Detection using Optimized Neural Networks

₹4,999.00

IoT Botnet Attack Detection

₹4,999.00

Text Simplification for Students
₹4,999.00 ₹0.00
₹4,999.00
4999