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@@ -26,7 +26,7 @@ This model is based on Mistral-7b
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  The base model has 16k context
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  This is a special release of Dolphin-DPO.
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- We have further carried out a noise reduction technique based on SVD decomposition, following the [paper](https://arxiv.org/pdf/2312.13558.pdf).
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  We have adapted this paper on our own version of LASER, using Random Matrix Theory (Marchenko-Pastur theorem) to calculate optimal ranks instead of brute-force search.
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  The base model has 16k context
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  This is a special release of Dolphin-DPO.
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+ We have further carried out a noise reduction technique based on SVD decomposition, following the [paper](https://arxiv.org/pdf/2312.13558.pdf) produced @ [Microsoft Research](https://huggingface.co/microsoft/).
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  We have adapted this paper on our own version of LASER, using Random Matrix Theory (Marchenko-Pastur theorem) to calculate optimal ranks instead of brute-force search.
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