🧠 Question Similarity Finder
An intelligent semantic search app that finds questions similar to yours using state-of-the-art NLP models.
📍 Live Demo: https://question-similarity-finder.onrender.com
🚀 Major update with smarter, faster, and more user-friendly features:
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✅ Free-form user question input
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✅ Upgraded to semantic similarity using
SentenceTransformer -
✅ Trained on ~1000 questions
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✅ Added automatic fallback tools:
- 📦
Fetch_Data→ loads new data if missing - 🧹
Clean_Data→ auto-fixes corrupted CSVs
- 📦
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🖥️ CLI support in progress for developer review & debugging
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📂 Clean modular folder structure with reusable
Tools/
| 👇 Input your Question | 📊 See Similar Questions |
|---|---|
 |
 |
Question_Similarity_Finder/
├── main.py # Main Streamlit app
├── data/ # Contains cleaned/fetched CSV
│ └── data.csv
├── Tools/ # Utility modules
│ ├── Clean_data.py
│ └── Fetch_data.py
├── assets/ # UI screenshots
├── requirements.txt
└── README.md
- Python
- Streamlit
- pandas
- torch + sentence-transformers (
all-MiniLM-L6-v2)
git clone https://github.com/your-username/Question_Similarity_Finder.git
cd Question_Similarity_Finder
pip install -r requirements.txtstreamlit run main.pyCSV file: data/data.csv
| Question | Category | Difficulty | Answer |
|---|---|---|---|
| What is Python? | Programming | Easy | Python is... |
| Difference between SQL & NoSQL? | Databases | Medium | SQL is... |
- Embeddings are generated using
SentenceTransformer - Cosine similarity compares your input with all questions
- Top 5 similar questions are shown with scores and categories
Developers can soon run:
python cli.py --question "What is backpropagation?"To test model performance from the terminal.
- ✅ CLI Utilities for developers
- 🔍 Keyword highlighting in results
- 🌐 API backend for integration
- 📈 Model selection toggle
- 👤 User history & bookmarking
Made with ❤️ by Akash, a 3rd-year Data Science & AI student chasing GATE AIR 1.