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README.md
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* ๐ Interactive leaderboard with real-time sorting
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* ๐ Easy model submission system
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* ๐ Automatic evaluation of submitted models
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* ๐ฑ Responsive design that works on all devices
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## ๐ฏ What This Project Does
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This leaderboard tracks two key metrics for phonemic transcription models:
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* **PER (Phoneme Error Rate)**: How accurately your model converts speech to phonemes
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* **PWED (Phoneme Weighted Edit Distance)**: A more nuanced metric that considers phonemic features
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Models are evaluated on the TIMIT speech corpus, a gold standard in speech recognition research.
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## ๐ Getting Started
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### Prerequisites
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* Python 3.10
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* Git
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* A love for speech recognition! ๐ค
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### Quick Installation
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1. Clone this repository:
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```bash
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git clone [your-repo-url]
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cd phonemic-leaderboard
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```
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2. Set up your environment:
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```bash
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# Create a virtual environment with Python 3.10
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python3.10 -m venv venv
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# Activate the virtual environment
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source venv/bin/activate
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# Install the required dependencies
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pip install -r requirements.txt
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```
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3. Launch the leaderboard:
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```bash
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# Run the application
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uvicorn app:app --host 0.0.0.0 --port 7860
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```
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4. Visit `http://localhost:7860` in your browser and see the magic! โจ
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## ๐ฎ Using the Leaderboard
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### Submitting a Model
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1. Go to the "Submit Model" tab
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2. Enter your model details:
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* Model name (e.g., "wav2vec2-phoneme-wizard")
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* Submission name (e.g., "MyAwesomeModel v1.0")
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* GitHub/Kaggle/HuggingFace URL (optional)
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3. Click Submit and watch your model climb the ranks! ๐
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### Checking Model Status
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1. Navigate to the "Model Status" tab
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2. Enter your model name or task ID
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3. Get real-time updates on your model's evaluation progress
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## ๐ Understanding the Results
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The leaderboard shows:
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* Model names and submission details
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* PER and PWED scores (lower is better!)
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* Links to model repositories
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* Submission dates
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Sort by either metric to see who's leading the pack!
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## ๐ ๏ธ Technical Details
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* Built with Gradio for a smooth UI experience
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* Runs on a basic compute plan (16GB RAM, 2vCPUs) for easy reproducibility
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* Evaluation can take several hours - perfect time to grab a coffee โ
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## ๐ค Contributing
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Want to make this leaderboard even better? We'd love your help! Here are some ways you can contribute:
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* Add new evaluation metrics
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* Improve the UI design
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* Enhance documentation
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* Submit bug fixes
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* Add new features
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## ๐ License
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This project is licensed under the MIT License - see the LICENSE file for details.
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## ๐ Acknowledgments
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* Thanks to the TIMIT speech corpus for providing evaluation data
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* Shoutout to the [panphon library](https://github.com/dmort27/panphon) for PWED calculations
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* Built with love by Koel Labs ๐
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## ๐ Need Help?
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Got questions? Found a bug? Want to contribute? Open an issue or reach out to us! We're here to help make speech recognition evaluation fun and accessible for everyone!
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Remember: Every great model deserves its moment to shine! ๐
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---
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Happy Transcribing! ๐คโจ
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title: IPA Transcription Leaderboard
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emoji: ๐
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colorFrom: purple
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colorTo: pink
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sdk: gradio
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sdk_version: 5.8.0
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app_file: app.py
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pinned: false
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