auto-patch README.md
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README.md
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@@ -36,10 +36,14 @@ more details, including on how to concatenate multi-part files.
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_S.gguf) | Q3_K_S | 3.3 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_M.gguf) | Q3_K_M | 3.7 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_L.gguf) | Q3_K_L | 4.0 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q4_K_S.gguf) | Q4_K_S | 4.3 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q4_K_M.gguf) | Q4_K_M | 4.5 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q6_K.gguf) | Q6_K | 6.1 | very good quality |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q8_0.gguf) | Q8_0 | 7.9 | 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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| 36 |
| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_S.gguf) | Q3_K_S | 3.3 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_M.gguf) | Q3_K_M | 3.7 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q3_K_L.gguf) | Q3_K_L | 4.0 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.IQ4_XS.gguf) | IQ4_XS | 4.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q4_K_S.gguf) | Q4_K_S | 4.3 | fast, recommended |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q4_K_M.gguf) | Q4_K_M | 4.5 | fast, recommended |
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| 42 |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q5_K_S.gguf) | Q5_K_S | 5.2 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q5_K_M.gguf) | Q5_K_M | 5.3 | |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q6_K.gguf) | Q6_K | 6.1 | very good quality |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.Q8_0.gguf) | Q8_0 | 7.9 | fast, best quality |
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| [GGUF](https://huggingface.co/mradermacher/Swallow-MS-7b-v0.1-MathSkill-OpenMath-GGUF/resolve/main/Swallow-MS-7b-v0.1-MathSkill-OpenMath.f16.gguf) | f16 | 14.8 | 16 bpw, overkill |
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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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