auto-patch README.md

README.md

@@ -28,7 +28,7 @@ more details, including on how to concatenate multi-part files.
 | Link | Type | Size/GB | Notes |
 |:-----|:-----|--------:|:------|
 | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_S.gguf) | i1-IQ1_S | 32.8 | for the desperate |
-| [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_M.gguf) | i1-IQ1_M | 36.0 | for the desperate |
+| [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_M.gguf) | i1-IQ1_M | 36.0 | mostly desperate |
 | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 41.3 |  |
 | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 45.9 |  |
 | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ2_S.gguf) | i1-IQ2_S | 48.1 |  |
@@ -43,7 +43,7 @@ more details, including on how to concatenate multi-part files.
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_M.gguf.split-ab) | i1-Q3_K_M | 74.7 | IQ3_S probably better |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q3_K_L.gguf.split-ab) | i1-Q3_K_L | 81.3 | IQ3_M probably better |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_XS.gguf.part2of2) | i1-IQ4_XS | 82.8 |  |
-| [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_NL.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_NL.gguf.part2of2) | i1-IQ4_NL | 87.6 | slightly worse than Q4_K_S |
+| [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_NL.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ4_NL.gguf.part2of2) | i1-IQ4_NL | 87.6 | prefer IQ4_XS |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_0.gguf.part2of2) | i1-Q4_0 | 87.7 | fast, low quality |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_S.gguf.split-ab) | i1-Q4_K_S | 88.1 | optimal size/speed/quality |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-ab) | i1-Q4_K_M | 93.1 | fast, recommended |
@@ -51,7 +51,6 @@ more details, including on how to concatenate multi-part files.
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q5_K_M.gguf.part3of3) | i1-Q5_K_M | 109.6 |  |
 | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q6_K.gguf.part3of3) | i1-Q6_K | 127.2 | practically like static Q6_K |
 
-
 Here is a handy graph by ikawrakow comparing some lower-quality quant
 types (lower is better):