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--- |
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title: CPU Only Zero Shot Text Classification |
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emoji: 🏃 |
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colorFrom: gray |
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colorTo: purple |
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sdk: gradio |
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sdk_version: 5.31.0 |
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app_file: app.py |
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pinned: false |
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license: apache-2.0 |
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short_description: ' CPU-only Zero-Shot Text Classification' |
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--- |
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# 🏷️ Zero-Shot Text Classification |
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[](https://huggingface.co/spaces/your-username/zero-shot-classifier) |
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[] |
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[](https://huggingface.co/facebook/bart-large-mnli) |
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[](LICENSE) |
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--- |
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## 🚀 Overview |
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Unlock **zero-shot classification** for any text—no fine-tuning required. |
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Define your own label set on the fly and see how well each label matches your input, powered by **BART-MNLI** on CPU. |
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> **AI buzzwords:** |
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> Natural Language Inference • Zero‐shot Learning • Transformer-based NLP • Real-time Inference • Edge Deployment • Cloud-native Demo |
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--- |
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## ✨ Features |
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| 🔑 Feature | 🔍 Description | |
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|--------------------------------|----------------------------------------------------------------| |
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| **🚀 Zero-Shot** | Classify into arbitrary categories without task-specific data | |
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| **⚡ CPU-Only Inference** | Runs on free Hugging Face Spaces (2 vCPU / 16 GB RAM) | |
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| **🎛️ Single vs. Multi-Label** | Toggle between exclusive or overlapping labels | |
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| **🎨 Interactive UI** | Gradio Blocks with text input, label list, mode toggle, table | |
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| **🔧 No Training Needed** | Leverages pre-trained BART-MNLI via HF Transformers | |
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| **☁️ Instant Deploy** | Commit three files—Spaces auto-builds & hosts your demo | |
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--- |
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## 🏗️ How It Works |
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1. **User Input** – Paste any sentence or paragraph. |
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2. **Label Definition** – Enter comma-separated candidate labels (e.g. “Positive, Negative, Question”). |
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3. **Model Inference** – Pipeline computes entailment scores for each label. |
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4. **Result Table** – Display each label with its confidence score. |
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All done **locally on the Space**, ensuring **privacy**, **zero API cost**, and **lightning speed**. |
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--- |
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## 🛠️ Local Development |
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```bash |
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git clone https://github.com/your-username/zero-shot-classifier.git |
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cd zero-shot-classifier |
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python3 -m venv venv && source venv/bin/activate |
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pip install -r requirements.txt |
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python app.py |
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## Latest Update |
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- Updated BART-MNLI model for better accuracy. - May 29, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🎛️ - August 11, 2025 📝 |
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- Optimized CPU inference speed. 🎛️ - August 10, 2025 📝 |
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- Added support for custom label sets. - August 09, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🧠 - August 08, 2025 📝 |
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- Improved multi-label classification support. - August 07, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🏷️ - August 06, 2025 📝 |
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- Optimized CPU inference speed. - August 05, 2025 📝 |
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- Added support for custom label sets. ⚡ - August 03, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - August 02, 2025 📝 |
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- Improved multi-label classification support. 🚀 - August 01, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🎛️ - July 31, 2025 📝 |
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- Optimized CPU inference speed. - July 30, 2025 📝 |
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- Added support for custom label sets. 🏷️ - July 29, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🚀 - July 28, 2025 📝 |
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- Improved multi-label classification support. - July 27, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - July 26, 2025 📝 |
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- Optimized CPU inference speed. - July 25, 2025 📝 |
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- Added support for custom label sets. 🧠 - July 24, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - July 23, 2025 📝 |
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- Improved multi-label classification support. ⚡ - July 22, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. ⚡ - July 21, 2025 📝 |
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- Optimized CPU inference speed. - July 20, 2025 📝 |
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- Added support for custom label sets. - July 19, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - July 18, 2025 📝 |
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- Improved multi-label classification support. - July 17, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - July 16, 2025 📝 |
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- Optimized CPU inference speed. 🎛️ - July 15, 2025 📝 |
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- Added support for custom label sets. - July 11, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🧠 - July 10, 2025 📝 |
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- Improved multi-label classification support. - July 09, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - July 08, 2025 📝 |
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- Optimized CPU inference speed. 🚀 - July 07, 2025 📝 |
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- Added support for custom label sets. - July 06, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🏷️ - July 05, 2025 📝 |
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- Improved multi-label classification support. - July 04, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🏷️ - July 03, 2025 📝 |
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- Optimized CPU inference speed. 🚀 - July 02, 2025 📝 |
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- Added support for custom label sets. - July 01, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - June 30, 2025 📝 |
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- Improved multi-label classification support. 🧠 - June 29, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. ⚡ - June 28, 2025 📝 |
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- Optimized CPU inference speed. 🎛️ - June 27, 2025 📝 |
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- Added support for custom label sets. 🏷️ - June 26, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🎛️ - June 25, 2025 📝 |
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- Improved multi-label classification support. - June 24, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - June 23, 2025 📝 |
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- Optimized CPU inference speed. 🚀 - June 22, 2025 📝 |
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- Added support for custom label sets. - June 21, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - June 20, 2025 📝 |
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- Improved multi-label classification support. - June 19, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - June 18, 2025 📝 |
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- Optimized CPU inference speed. 🧠 - June 17, 2025 📝 |
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- Added support for custom label sets. ⚡ - June 16, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - June 15, 2025 📝 |
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- Improved multi-label classification support. - June 14, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🧠 - June 13, 2025 📝 |
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- Optimized CPU inference speed. - June 12, 2025 📝 |
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- Added support for custom label sets. - June 11, 2025 📝 |
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- Enhanced Gradio UI responsiveness. - June 10, 2025 📝 |
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- Improved multi-label classification support. 🏷️ - June 09, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. - June 08, 2025 📝 |
|
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- Optimized CPU inference speed. ⚡ - June 07, 2025 📝 |
|
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- Added support for custom label sets. - June 06, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🚀 - June 05, 2025 📝 |
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- Improved multi-label classification support. 🎛️ - June 04, 2025 📝 |
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- Updated BART-MNLI model for better accuracy. 🎛️ - June 03, 2025 📝 |
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- Optimized CPU inference speed. ⚡ - June 02, 2025 📝 |
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- Added support for custom label sets. 🧠 - June 01, 2025 📝 |
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- Enhanced Gradio UI responsiveness. 🚀 - May 31, 2025 📝 |
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- Improved multi-label classification support. 🏷️ - May 30, 2025 📝 |
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**Website**: https://ghostainews.com/ |
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**Discord**: https://discord.gg/BfA23aYz |
