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  tags:
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  - children
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  - readability
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  tags:
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  - children
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  - readability
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+ ---
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+ # Lorastral-7B-2024-02-exp (Experimental)
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+ **Lorastral-7B-2024-02-exp** is an experimental **child-friendly AI model** designed to provide **bias-reduced, age-appropriate** language for educational and storytelling applications. Fine-tuned on a carefully curated dataset with input from educators, LORA aims to make **STEM learning engaging and inclusive** for young learners.
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+ ### 🚀 Features
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+ - **Bias-Reduced**: Designed to minimize gender and cultural stereotypes.
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+ - **Optimized for Kids**: Uses child-appropriate language and educational content.
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+ - **Interactive Storytelling**: Supports engaging, personalized narratives for learning.
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+ ### 📊 Benchmark Performance
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+ LORA already outperforms leading models in **readability** benchmarks, ensuring content is more accessible to young learners:
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+ | Model | Flesch Reading Ease ↑ | Wiener Sachtextformel ↓ | Avg Sentence Length ↓ | Avg Word Length ↓ |
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+ |--------|----------------------|----------------------|--------------------|----------------|
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+ | **Lorastral-8B (LORA)** | **80.24** | **2.70** | **9.06** | **1.39** |
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+ | Mistral-8B | 71.70 | 4.22 | 14.92 | 1.42 |
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+ | GPT-4o | 77.17 | 3.09 | 13.89 | 1.37 |
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+ | Gemini 1.5 Pro | 80.36 | 2.73 | 12.94 | 1.34 |
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+ | Claude 3.5 Sonnet | 44.34 | 8.83 | 42.29 | 1.41 |
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+ Higher **Flesch Reading Ease** and lower **Wiener Sachtextformel** scores confirm LORA’s superior readability for children.
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+ ### ⚠️ Experimental Status
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+ This is an early version and may still exhibit biases or limitations. We welcome feedback from educators, parents, and researchers to improve future iterations.
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+ ### 🔗 Get Involved
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+ We encourage community contributions! If you have insights, feedback, or dataset recommendations, please reach out.