README.md

metadata

title: Masked Word Predictor
emoji: 🌖
colorFrom: green
colorTo: indigo
sdk: gradio
sdk_version: 5.31.0
app_file: app.py
pinned: false
license: apache-2.0
short_description: Masked Word Predicto CPU

🔍 Masked Word Predictor

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🚀 Live Demo

Try it out here:
🔗 https://huggingface.co/spaces/ghostai1/Masked-Word-Predictor

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📝 What It Does

The Masked Word Predictor uses a pre-trained DistilRoBERTa model to perform masked language modeling in real time—100 % CPU, zero infra.
Type any sentence containing the special token [MASK] and get the model’s top-K fill-in predictions, complete with confidence scores.

Example use case:

Input:
“The new conditioner made my hair feel [MASK].”

Output:

sequence	score
“The new conditioner made my hair feel soft.”	0.987
“The new conditioner made my hair feel smooth.”	0.923
…

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✨ Key Features

🔑 Feature	🔍 Description
🧠 Transformer MLM	DistilRoBERTa fill-mask pipeline for lightning-fast predictions
⚙️ Top-K Control	Slider to choose how many completions you’d like (1–10)
💻 CPU-Only Inference	Runs on free 2 vCPU/16 GB RAM Spaces—no GPU needed
🎨 Interactive UI	Gradio Blocks with clear input, button, and results table
🔧 Zero-Config Deploy	Drop in three files; Spaces auto-builds & hosts your demo

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🔨 How to Use

1. Open the demo at
   https://huggingface.co/spaces/ghostai1/Masked-Word-Predictor
2. In the Input Sentence field, type a sentence with exactly one [MASK] token.
   • Example: “She bought a new [MASK] at the salon.”
3. Set Top K Predictions via the slider (default = 5).
4. Click Predict 🏷️.
5. View the Predictions table: each row shows the completed sentence and its confidence.

---

🛠️ Local Development

git clone https://github.com/ghostai1/Masked-Word-Predictor.git
cd Masked-Word-Predictor
python3 -m venv venv && source venv/bin/activate
pip install -r requirements.txt
python app.py

## Latest Update

- Updated Gradio UI to version 5.31.0 for enhanced performance. 🔍 - May 29, 2025 📝
- Added support for multiple [MASK] tokens. - June 25, 2025 📝
- Improved DistilRoBERTa prediction speed. 🔍 - June 24, 2025 📝
- Updated Gradio UI to version 5.31.0 for enhanced performance. 🚀 - June 23, 2025 📝
- Optimized CPU inference for larger inputs. 🌖 - June 22, 2025 📝
- Enhanced top-K slider functionality. ⚙️ - June 21, 2025 📝
- Added support for multiple [MASK] tokens. 🔍 - June 20, 2025 📝
- Improved DistilRoBERTa prediction speed. - June 19, 2025 📝
- Updated Gradio UI to version 5.31.0 for enhanced performance. 🚀 - June 18, 2025 📝
- Optimized CPU inference for larger inputs. - June 17, 2025 📝
- Enhanced top-K slider functionality. - June 16, 2025 📝
- Added support for multiple [MASK] tokens. - June 15, 2025 📝
- Improved DistilRoBERTa prediction speed. ⚙️ - June 14, 2025 📝
- Updated Gradio UI to version 5.31.0 for enhanced performance. - June 13, 2025 📝
- Optimized CPU inference for larger inputs. - June 12, 2025 📝
- Enhanced top-K slider functionality. 🧠 - June 11, 2025 📝
- Added support for multiple [MASK] tokens. - June 10, 2025 📝
- Improved DistilRoBERTa prediction speed. 🌖 - June 09, 2025 📝
- Updated Gradio UI to version 5.31.0 for enhanced performance. 🌖 - June 08, 2025 📝
- Optimized CPU inference for larger inputs. 🔍 - June 07, 2025 📝
- Enhanced top-K slider functionality. ⚙️ - June 06, 2025 📝
- Added support for multiple [MASK] tokens. 🚀 - June 05, 2025 📝
- Improved DistilRoBERTa prediction speed. 🧠 - June 04, 2025 📝
- Updated Gradio UI to version 5.31.0 for enhanced performance. 🚀 - June 03, 2025 📝
- Optimized CPU inference for larger inputs. 🧠 - June 02, 2025 📝
- Enhanced top-K slider functionality. - June 01, 2025 📝
- Added support for multiple [MASK] tokens. 🌖 - May 31, 2025 📝
- Improved DistilRoBERTa prediction speed. ⚙️ - May 30, 2025 📝

**Website**: https://ghostainews.com/
**Discord**: https://discord.gg/BfA23aYz