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Update README.md

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@@ -42,22 +42,23 @@ Experimental quants are made with `--output-tensor-type f16 --token-embedding-ty
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  | -------- | ---------- | --------- | ----------- |
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  | [Phi-3.1-mini-4k-instruct-Q8_0_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q8_1.gguf) | Q8_0_L | 4.24GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. Extremely high quality, generally unneeded but max available quant. |
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  | [Phi-3.1-mini-4k-instruct-Q8_0.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q8_0.gguf) | Q8_0 | 4.06GB | Extremely high quality, generally unneeded but max available quant. |
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- | [Phi-3.1-mini-4k-instruct-Q6_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q6_K_L.gguf) | Q6_K_L | 3.36GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. Very high quality, near perfect, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q6_K.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q6_K.gguf) | Q6_K | 3.13GB | Very high quality, near perfect, *recommended*. |
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- | [Phi-3.1-mini-4k-instruct-Q5_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_L.gguf) | Q5_K_L | 3.06GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. High quality, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q5_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_M.gguf) | Q5_K_M | 2.81GB | High quality, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q5_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_S.gguf) | Q5_K_S | 2.64GB | High quality, *recommended*. |
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- | [Phi-3.1-mini-4k-instruct-Q4_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_L.gguf) | Q4_K_L | 2.65GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. Good quality, uses about 4.83 bits per weight, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q4_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_M.gguf) | Q4_K_M | 2.39GB | Good quality, uses about 4.83 bits per weight, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q4_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_S.gguf) | Q4_K_S | 2.18GB | Slightly lower quality with more space savings, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-IQ4_XS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ4_XS.gguf) | IQ4_XS | 2.05GB | Decent quality, smaller than Q4_K_S with similar performance, *recommended*. |
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- | [Phi-3.1-mini-4k-instruct-Q3_K_XL.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_XL.gguf) | Q3_K_XL | 2.35GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. Lower quality but usable, good for low RAM availability. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_L.gguf) | Q3_K_L | 2.08GB | Lower quality but usable, good for low RAM availability. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_M.gguf) | Q3_K_M | 1.95GB | Even lower quality. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_M.gguf) | IQ3_M | 1.85GB | Medium-low quality, new method with decent performance comparable to Q3_K_M. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_S.gguf) | Q3_K_S | 1.68GB | Low quality, not recommended. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_XS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_XS.gguf) | IQ3_XS | 1.62GB | Lower quality, new method with decent performance, slightly better than Q3_K_S. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_XXS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_XXS.gguf) | IQ3_XXS | 1.51GB | Lower quality, new method with decent performance, comparable to Q3 quants. |
 
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  | [Phi-3.1-mini-4k-instruct-Q2_K.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q2_K.gguf) | Q2_K | 1.41GB | Very low quality but surprisingly usable. |
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  | [Phi-3.1-mini-4k-instruct-IQ2_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ2_M.gguf) | IQ2_M | 1.31GB | Very low quality, uses SOTA techniques to also be surprisingly usable. |
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  | [Phi-3.1-mini-4k-instruct-IQ2_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ2_S.gguf) | IQ2_S | 1.21GB | Very low quality, uses SOTA techniques to be usable. |
 
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  | -------- | ---------- | --------- | ----------- |
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  | [Phi-3.1-mini-4k-instruct-Q8_0_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q8_1.gguf) | Q8_0_L | 4.24GB | *Experimental*, uses f16 for embed and output weights. Please provide any feedback of differences. Extremely high quality, generally unneeded but max available quant. |
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  | [Phi-3.1-mini-4k-instruct-Q8_0.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q8_0.gguf) | Q8_0 | 4.06GB | Extremely high quality, generally unneeded but max available quant. |
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+ | [Phi-3.1-mini-4k-instruct-Q6_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q6_K_L.gguf) | Q6_K_L | 3.18GB | Uses Q8_0 for embed and output weights. Very high quality, near perfect, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q6_K.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q6_K.gguf) | Q6_K | 3.13GB | Very high quality, near perfect, *recommended*. |
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+ | [Phi-3.1-mini-4k-instruct-Q5_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_L.gguf) | Q5_K_L | 2.88GB | Uses Q8_0 for embed and output weights. High quality, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q5_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_M.gguf) | Q5_K_M | 2.81GB | High quality, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q5_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q5_K_S.gguf) | Q5_K_S | 2.64GB | High quality, *recommended*. |
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+ | [Phi-3.1-mini-4k-instruct-Q4_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_L.gguf) | Q4_K_L | 2.47GB | Uses Q8_0 for embed and output weights. Good quality, uses about 4.83 bits per weight, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q4_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_M.gguf) | Q4_K_M | 2.39GB | Good quality, uses about 4.83 bits per weight, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-Q4_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q4_K_S.gguf) | Q4_K_S | 2.18GB | Slightly lower quality with more space savings, *recommended*. |
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  | [Phi-3.1-mini-4k-instruct-IQ4_XS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ4_XS.gguf) | IQ4_XS | 2.05GB | Decent quality, smaller than Q4_K_S with similar performance, *recommended*. |
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+ | [Phi-3.1-mini-4k-instruct-Q3_K_XL.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_XL.gguf) | Q3_K_XL | 2.17GB | Uses Q8_0 for embed and output weights. Lower quality but usable, good for low RAM availability. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_L.gguf) | Q3_K_L | 2.08GB | Lower quality but usable, good for low RAM availability. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_M.gguf) | Q3_K_M | 1.95GB | Even lower quality. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_M.gguf) | IQ3_M | 1.85GB | Medium-low quality, new method with decent performance comparable to Q3_K_M. |
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  | [Phi-3.1-mini-4k-instruct-Q3_K_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q3_K_S.gguf) | Q3_K_S | 1.68GB | Low quality, not recommended. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_XS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_XS.gguf) | IQ3_XS | 1.62GB | Lower quality, new method with decent performance, slightly better than Q3_K_S. |
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  | [Phi-3.1-mini-4k-instruct-IQ3_XXS.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ3_XXS.gguf) | IQ3_XXS | 1.51GB | Lower quality, new method with decent performance, comparable to Q3 quants. |
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+ | [Phi-3.1-mini-4k-instruct-Q2_K_L.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q2_K_L.gguf) | Q2_K_L | 1.51GB | Uses Q8_0 for embed and output weights. Very low quality but usable. |
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  | [Phi-3.1-mini-4k-instruct-Q2_K.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-Q2_K.gguf) | Q2_K | 1.41GB | Very low quality but surprisingly usable. |
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  | [Phi-3.1-mini-4k-instruct-IQ2_M.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ2_M.gguf) | IQ2_M | 1.31GB | Very low quality, uses SOTA techniques to also be surprisingly usable. |
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  | [Phi-3.1-mini-4k-instruct-IQ2_S.gguf](https://huggingface.co/bartowski/Phi-3.1-mini-4k-instruct-GGUF/blob/main/Phi-3.1-mini-4k-instruct-IQ2_S.gguf) | IQ2_S | 1.21GB | Very low quality, uses SOTA techniques to be usable. |