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@@ -37,14 +37,13 @@ more details, including on how to concatenate multi-part files.
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_XS.gguf.part2of2) | IQ4_XS | 67.1 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_0.gguf.part2of2) | Q4_0 | 70.1 | fast, low quality |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_S.gguf.part2of2) | Q4_K_S | 70.6 | fast, recommended |
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- | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_NL.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_NL.gguf.part2of2) | IQ4_NL | 70.8 | slightly worse than Q4_K_S |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_M.gguf.part2of2) | Q4_K_M | 74.6 | fast, recommended |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_S.gguf.part2of2) | Q5_K_S | 85.5 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_M.gguf.part2of2) | Q5_K_M | 87.8 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part3of3) | Q6_K | 101.9 | very good quality |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part3of3) | Q8_0 | 131.8 | fast, best quality |
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-
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  Here is a handy graph by ikawrakow comparing some lower-quality quant
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  types (lower is better):
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_XS.gguf.part2of2) | IQ4_XS | 67.1 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_0.gguf.part2of2) | Q4_0 | 70.1 | fast, low quality |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_S.gguf.part2of2) | Q4_K_S | 70.6 | fast, recommended |
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+ | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_NL.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.IQ4_NL.gguf.part2of2) | IQ4_NL | 70.8 | prefer IQ4_XS |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q4_K_M.gguf.part2of2) | Q4_K_M | 74.6 | fast, recommended |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_S.gguf.part2of2) | Q5_K_S | 85.5 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q5_K_M.gguf.part2of2) | Q5_K_M | 87.8 | |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q6_K.gguf.part3of3) | Q6_K | 101.9 | very good quality |
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  | [PART 1](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Premerge-EX-EX-123B-GGUF/resolve/main/Premerge-EX-EX-123B.Q8_0.gguf.part3of3) | Q8_0 | 131.8 | fast, best quality |
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  Here is a handy graph by ikawrakow comparing some lower-quality quant
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  types (lower is better):
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