A newer version of the Gradio SDK is available:
5.33.1
metadata
title: CPU Only Zero Shot Text Classification
emoji: 🏃
colorFrom: gray
colorTo: purple
sdk: gradio
sdk_version: 5.31.0
app_file: app.py
pinned: false
license: apache-2.0
short_description: ' CPU-only Zero-Shot Text Classification'
🏷️ Zero-Shot Text Classification
[
🚀 Overview
Unlock zero-shot classification for any text—no fine-tuning required.
Define your own label set on the fly and see how well each label matches your input, powered by BART-MNLI on CPU.
AI buzzwords:
Natural Language Inference • Zero‐shot Learning • Transformer-based NLP • Real-time Inference • Edge Deployment • Cloud-native Demo
✨ Features
| 🔑 Feature | 🔍 Description |
|---|---|
| 🚀 Zero-Shot | Classify into arbitrary categories without task-specific data |
| ⚡ CPU-Only Inference | Runs on free Hugging Face Spaces (2 vCPU / 16 GB RAM) |
| 🎛️ Single vs. Multi-Label | Toggle between exclusive or overlapping labels |
| 🎨 Interactive UI | Gradio Blocks with text input, label list, mode toggle, table |
| 🔧 No Training Needed | Leverages pre-trained BART-MNLI via HF Transformers |
| ☁️ Instant Deploy | Commit three files—Spaces auto-builds & hosts your demo |
🏗️ How It Works
- User Input – Paste any sentence or paragraph.
- Label Definition – Enter comma-separated candidate labels (e.g. “Positive, Negative, Question”).
- Model Inference – Pipeline computes entailment scores for each label.
- Result Table – Display each label with its confidence score.
All done locally on the Space, ensuring privacy, zero API cost, and lightning speed.
🛠️ Local Development
git clone https://github.com/your-username/zero-shot-classifier.git
cd zero-shot-classifier
python3 -m venv venv && source venv/bin/activate
pip install -r requirements.txt
python app.py
## Latest Update
- Updated BART-MNLI model for better accuracy. - May 29, 2025 📝
- Updated BART-MNLI model for better accuracy. - June 08, 2025 📝
- Optimized CPU inference speed. ⚡ - June 07, 2025 📝
- Added support for custom label sets. - June 06, 2025 📝
- Enhanced Gradio UI responsiveness. 🚀 - June 05, 2025 📝
- Improved multi-label classification support. 🎛️ - June 04, 2025 📝
- Updated BART-MNLI model for better accuracy. 🎛️ - June 03, 2025 📝
- Optimized CPU inference speed. ⚡ - June 02, 2025 📝
- Added support for custom label sets. 🧠 - June 01, 2025 📝
- Enhanced Gradio UI responsiveness. 🚀 - May 31, 2025 📝
- Improved multi-label classification support. 🏷️ - May 30, 2025 📝
**Website**: https://ghostainews.com/
**Discord**: https://discord.gg/BfA23aYz