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@@ -38,16 +38,16 @@ Fine-tuning: Utilized the LoRA approach, refining two matrices that mirror the m
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  - **Finetuned from model:** [ Jacaranda/kiswallama-pretrained model which builds upon Meta/Llama2]
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  ## Uses
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  UlizaLlama7b-1 is optimized for downstream tasks, notably those demanding instructional datasets in Swahili, English, or both. Organizations can further fine-tune it for their specific domains. Potential areas include:
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- 1. Question-answering within specific domains.
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- 2. Assistant-driven chat capabilities: healthcare, agriculture, legal, education, tourism and hospitality, public services, financial sectors, communication, customer assistance, commerce, etcpublic services, financial sectors, communication, customer assistance, commerce, etc.
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  Meanwhile, Jacaranda/kiswallama-pretrained offers versatility in:
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- 3. Text Summarization
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- 4. Autoregressive Text Completion
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- 5. Content Generation
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- 6. Text Rewording
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- 7. Grammar Refinement and Editing
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- 8. Further Research-The current UlizaLlama is available as a 7 Billion parameters model, further research can also explore availing bigger variants of UlizaLlama.
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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  - **Finetuned from model:** [ Jacaranda/kiswallama-pretrained model which builds upon Meta/Llama2]
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  ## Uses
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  UlizaLlama7b-1 is optimized for downstream tasks, notably those demanding instructional datasets in Swahili, English, or both. Organizations can further fine-tune it for their specific domains. Potential areas include:
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+ - Question-answering within specific domains.
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+ - Assistant-driven chat capabilities: healthcare, agriculture, legal, education, tourism and hospitality, public services, financial sectors, communication, customer assistance, commerce, etcpublic services, financial sectors, communication, customer assistance, commerce, etc.
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  Meanwhile, Jacaranda/kiswallama-pretrained offers versatility in:
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+ - Text Summarization
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+ - Autoregressive Text Completion
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+ - Content Generation
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+ - Text Rewording
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+ - Grammar Refinement and Editing
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+ - Further Research-The current UlizaLlama is available as a 7 Billion parameters model, further research can also explore availing bigger variants of UlizaLlama.
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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