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@@ -14,11 +14,9 @@ BLING models are fine-tuned with high-quality custom instruct datasets, designed
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  **Please note that use of this model is subject to the [Microsoft Research License](https://huggingface.co/microsoft/phi-2/resolve/main/LICENSE) - and may not be used for any commercial purpose. We are providing our fine-tuned version, including the benchmarking results, solely for purpose of research and advancing insights on the performance of smaller models in RAG scenarios - it provides another point of comparison with other similarly sized and similarly finetuned BLING models.**
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- For models with comparable performance and commercial use cases permitted in RAG deployments, please see:
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  [**bling-stable-lm-3b-4e1t-v0**](https://huggingface.co/llmware/bling-stable-lm-3b-4e1t-v0)
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  [**bling-sheared-llama-2.7b-0.1**](https://huggingface.co/llmware/bling-sheared-llama-2.7b-0.1)
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  [**bling-red-pajamas-3b-0.1**](https://huggingface.co/llmware/bling-red-pajamas-3b-0.1)
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  ### Benchmark Tests
 
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  **Please note that use of this model is subject to the [Microsoft Research License](https://huggingface.co/microsoft/phi-2/resolve/main/LICENSE) - and may not be used for any commercial purpose. We are providing our fine-tuned version, including the benchmarking results, solely for purpose of research and advancing insights on the performance of smaller models in RAG scenarios - it provides another point of comparison with other similarly sized and similarly finetuned BLING models.**
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+ For models with comparable performance and licenses that permit commercial use cases in RAG deployments, please see:
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  [**bling-stable-lm-3b-4e1t-v0**](https://huggingface.co/llmware/bling-stable-lm-3b-4e1t-v0)
 
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  [**bling-sheared-llama-2.7b-0.1**](https://huggingface.co/llmware/bling-sheared-llama-2.7b-0.1)
 
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  [**bling-red-pajamas-3b-0.1**](https://huggingface.co/llmware/bling-red-pajamas-3b-0.1)
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  ### Benchmark Tests