Text Summarization Demo

Try out the AI-powered text summarization system

Interactive Demo

NLP

Machine Learning

About This Demo

This is a simplified frontend demo of the Text Summarization System. The full system uses advanced NLP techniques including BERT embeddings, transformer models, and hybrid summarization approaches. For the complete implementation with backend API, visit the GitHub repository.

Try a sample text:

Input Text

Enter or paste the text you want to summarize

0 characters

Summary

AI-generated summary of your text

Your summary will appear here...

Technical Implementation

Full System Features:

Extractive Summarization: Uses BERT embeddings and cosine similarity for sentence ranking
Abstractive Summarization: Leverages transformer models (BART, T5) for generating summaries
Hybrid Approach: Combines both methods for optimal results
Evaluation Metrics: ROUGE scores for quality assessment
Preprocessing: Advanced text cleaning and normalization

Technologies:

Python

Transformers

PyTorch

NLTK

scikit-learn

BERT

Want to see the full implementation with production-ready code?

View on GitHub Back to Portfolio