auto-patch README.md

README.md

@@ -31,15 +31,15 @@ more details, including on how to concatenate multi-part files.
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ2_S.gguf) | i1-IQ2_S | 21.8 |  |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ2_M.gguf) | i1-IQ2_M | 23.7 |  |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q2_K.gguf) | i1-Q2_K | 25.9 | IQ3_XXS probably better |
-| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 27.0 | fast, lower quality |
+| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 27.0 | lower quality |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_XS.gguf) | i1-IQ3_XS | 28.6 |  |
-| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_S.gguf) | i1-IQ3_S | 30.3 | fast, beats Q3_K* |
+| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_S.gguf) | i1-IQ3_S | 30.3 | beats Q3_K* |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q3_K_S.gguf) | i1-Q3_K_S | 30.3 | IQ3_XS probably better |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-IQ3_M.gguf) | i1-IQ3_M | 31.4 |  |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q3_K_M.gguf) | i1-Q3_K_M | 33.7 | IQ3_S probably better |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q3_K_L.gguf) | i1-Q3_K_L | 36.6 | IQ3_M probably better |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q4_K_S.gguf) | i1-Q4_K_S | 39.7 | optimal size/speed/quality |
-| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q4_K_M.gguf) | i1-Q4_K_M | 41.8 | fast, medium quality |
+| [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q4_K_M.gguf) | i1-Q4_K_M | 41.8 | fast, recommended |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q5_K_S.gguf) | i1-Q5_K_S | 47.9 |  |
 | [GGUF](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q5_K_M.gguf) | i1-Q5_K_M | 49.2 |  |
 | [PART 1](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q6_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/airoboros-l2-c70b-3.1.2-i1-GGUF/resolve/main/airoboros-l2-c70b-3.1.2.i1-Q6_K.gguf.part2of2) | i1-Q6_K | 57.0 | practically like static Q6_K |