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@@ -218,13 +218,6 @@ This model excels in various NLP tasks:
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  - **Clustering**: Group similar multilingual documents
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  - **Recommendation Systems**: Content-based recommendations across languages
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- ## ⚖️ Limitations and Bias
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- - Primarily optimized for Arabic and English; performance on other languages may vary
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- - Performance may degrade on domain-specific technical terminology
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- - Potential cultural and linguistic biases inherited from training data
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- - Best performance achieved with sentence-level inputs rather than single words
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  ## 📝 Citation
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  If you use this model in your research, please cite:
 
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  - **Clustering**: Group similar multilingual documents
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  - **Recommendation Systems**: Content-based recommendations across languages
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  ## 📝 Citation
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  If you use this model in your research, please cite: