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

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🚀 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 📝
- Optimized CPU inference speed. 🎛️ - August 10, 2025 📝
- Added support for custom label sets. - August 09, 2025 📝
- Enhanced Gradio UI responsiveness. 🧠 - August 08, 2025 📝
- Improved multi-label classification support. - August 07, 2025 📝
- Updated BART-MNLI model for better accuracy. 🏷️ - August 06, 2025 📝
- Optimized CPU inference speed. - August 05, 2025 📝
- Added support for custom label sets. ⚡ - August 03, 2025 📝
- Enhanced Gradio UI responsiveness. - August 02, 2025 📝
- Improved multi-label classification support. 🚀 - August 01, 2025 📝
- Updated BART-MNLI model for better accuracy. 🎛️ - July 31, 2025 📝
- Optimized CPU inference speed. - July 30, 2025 📝
- Added support for custom label sets. 🏷️ - July 29, 2025 📝
- Enhanced Gradio UI responsiveness. 🚀 - July 28, 2025 📝
- Improved multi-label classification support. - July 27, 2025 📝
- Updated BART-MNLI model for better accuracy. - July 26, 2025 📝
- Optimized CPU inference speed. - July 25, 2025 📝
- Added support for custom label sets. 🧠 - July 24, 2025 📝
- Enhanced Gradio UI responsiveness. - July 23, 2025 📝
- Improved multi-label classification support. ⚡ - July 22, 2025 📝
- Updated BART-MNLI model for better accuracy. ⚡ - July 21, 2025 📝
- Optimized CPU inference speed. - July 20, 2025 📝
- Added support for custom label sets. - July 19, 2025 📝
- Enhanced Gradio UI responsiveness. - July 18, 2025 📝
- Improved multi-label classification support. - July 17, 2025 📝
- Updated BART-MNLI model for better accuracy. - July 16, 2025 📝
- Optimized CPU inference speed. 🎛️ - July 15, 2025 📝
- Added support for custom label sets. - July 11, 2025 📝
- Enhanced Gradio UI responsiveness. 🧠 - July 10, 2025 📝
- Improved multi-label classification support. - July 09, 2025 📝
- Updated BART-MNLI model for better accuracy. - July 08, 2025 📝
- Optimized CPU inference speed. 🚀 - July 07, 2025 📝
- Added support for custom label sets. - July 06, 2025 📝
- Enhanced Gradio UI responsiveness. 🏷️ - July 05, 2025 📝
- Improved multi-label classification support. - July 04, 2025 📝
- Updated BART-MNLI model for better accuracy. 🏷️ - July 03, 2025 📝
- Optimized CPU inference speed. 🚀 - July 02, 2025 📝
- Added support for custom label sets. - July 01, 2025 📝
- Enhanced Gradio UI responsiveness. - June 30, 2025 📝
- Improved multi-label classification support. 🧠 - June 29, 2025 📝
- Updated BART-MNLI model for better accuracy. ⚡ - June 28, 2025 📝
- Optimized CPU inference speed. 🎛️ - June 27, 2025 📝
- Added support for custom label sets. 🏷️ - June 26, 2025 📝
- Enhanced Gradio UI responsiveness. 🎛️ - June 25, 2025 📝
- Improved multi-label classification support. - June 24, 2025 📝
- Updated BART-MNLI model for better accuracy. - June 23, 2025 📝
- Optimized CPU inference speed. 🚀 - June 22, 2025 📝
- Added support for custom label sets. - June 21, 2025 📝
- Enhanced Gradio UI responsiveness. - June 20, 2025 📝
- Improved multi-label classification support. - June 19, 2025 📝
- Updated BART-MNLI model for better accuracy. - June 18, 2025 📝
- Optimized CPU inference speed. 🧠 - June 17, 2025 📝
- Added support for custom label sets. ⚡ - June 16, 2025 📝
- Enhanced Gradio UI responsiveness. - June 15, 2025 📝
- Improved multi-label classification support. - June 14, 2025 📝
- Updated BART-MNLI model for better accuracy. 🧠 - June 13, 2025 📝
- Optimized CPU inference speed. - June 12, 2025 📝
- Added support for custom label sets. - June 11, 2025 📝
- Enhanced Gradio UI responsiveness. - June 10, 2025 📝
- Improved multi-label classification support. 🏷️ - June 09, 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 📝

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**Discord**: https://discord.gg/BfA23aYz