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README.md

@@ -57,25 +57,25 @@ Link: [here](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-G
 ### All Quants
 | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
 | -------- | ---------- | --------- | ------ | ------------ | -------- |
-| [Llama-3-Instruct-8B-SimPO.Q8_0.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q8_0.gguf) | Q8_0 | 8.54GB | ✅ Available | ⚪ Static | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q6_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q6_K.gguf) | Q6_K | 6.60GB | ✅ Available | ⚪ Static | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q4_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q4_K.gguf) | Q4_K | 4.92GB | ✅ Available | 🟢 IMatrix | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q3_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K.gguf) | Q3_K | 4.02GB | ✅ Available | 🟢 IMatrix | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q2_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q2_K.gguf) | Q2_K | 3.18GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.BF16.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.BF16.gguf) | BF16 | 16.07GB | ✅ Available | ⚪ Static | 📦 No
 | [Llama-3-Instruct-8B-SimPO.FP16.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.FP16.gguf) | F16 | 16.07GB | ✅ Available | ⚪ Static | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q8_0.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q8_0.gguf) | Q8_0 | 8.54GB | ✅ Available | ⚪ Static | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q6_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q6_K.gguf) | Q6_K | 6.60GB | ✅ Available | ⚪ Static | 📦 No
 | [Llama-3-Instruct-8B-SimPO.Q5_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q5_K.gguf) | Q5_K | 5.73GB | ✅ Available | ⚪ Static | 📦 No
 | [Llama-3-Instruct-8B-SimPO.Q5_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q5_K_S.gguf) | Q5_K_S | 5.60GB | ✅ Available | ⚪ Static | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q4_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q4_K.gguf) | Q4_K | 4.92GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.Q4_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q4_K_S.gguf) | Q4_K_S | 4.69GB | ✅ Available | 🟢 IMatrix | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q3_K_L.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K_L.gguf) | Q3_K_L | 4.32GB | ✅ Available | 🟢 IMatrix | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q3_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K_S.gguf) | Q3_K_S | 3.66GB | ✅ Available | 🟢 IMatrix | 📦 No
-| [Llama-3-Instruct-8B-SimPO.Q2_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q2_K_S.gguf) | Q2_K_S | 2.99GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ4_NL.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ4_NL.gguf) | IQ4_NL | 4.68GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ4_XS.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ4_XS.gguf) | IQ4_XS | 4.45GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q3_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K.gguf) | Q3_K | 4.02GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q3_K_L.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K_L.gguf) | Q3_K_L | 4.32GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q3_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q3_K_S.gguf) | Q3_K_S | 3.66GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ3_M.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ3_M.gguf) | IQ3_M | 3.78GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ3_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ3_S.gguf) | IQ3_S | 3.68GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ3_XS.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ3_XS.gguf) | IQ3_XS | 3.52GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ3_XXS.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ3_XXS.gguf) | IQ3_XXS | 3.27GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q2_K.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q2_K.gguf) | Q2_K | 3.18GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Llama-3-Instruct-8B-SimPO.Q2_K_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.Q2_K_S.gguf) | Q2_K_S | 2.99GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ2_M.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ2_M.gguf) | IQ2_M | 2.95GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ2_S.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ2_S.gguf) | IQ2_S | 2.76GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Llama-3-Instruct-8B-SimPO.IQ2_XS.gguf](https://huggingface.co/legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF/blob/main/Llama-3-Instruct-8B-SimPO.IQ2_XS.gguf) | IQ2_XS | 2.61GB | ✅ Available | 🟢 IMatrix | 📦 No
@@ -91,11 +91,11 @@ pip install -U "huggingface_hub[cli]"
 ```
 Download the specific file you want:
 ```
-huggingface-cli download legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF --include "Llama-3-Instruct-8B-SimPO.Q8_0.gguf" --local-dir ./
+huggingface-cli download legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF --include "Llama-3-Instruct-8B-SimPO.BF16.gguf" --local-dir ./
 ```
 If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:
 ```
-huggingface-cli download legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF --include "Llama-3-Instruct-8B-SimPO.Q8_0/*" --local-dir ./
+huggingface-cli download legraphista/Llama-3-Instruct-8B-SimPO-IMat-GGUF --include "Llama-3-Instruct-8B-SimPO.BF16/*" --local-dir ./
 # see FAQ for merging GGUF's
 ```
 
@@ -133,7 +133,7 @@ What about solving an 2x + 3 = 7 equation?<|im_end|>
 
 ### Llama.cpp
 ```
-llama.cpp/main -m Llama-3-Instruct-8B-SimPO.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"
+llama.cpp/main -m Llama-3-Instruct-8B-SimPO.BF16.gguf --color -i -p "prompt here (according to the chat template)"
 ```
 
 ---
@@ -148,8 +148,8 @@ According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1
     - To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases
     - Download the appropriate zip for your system from the latest release
     - Unzip the archive and you should be able to find `gguf-split`
-2. Locate your GGUF chunks folder (ex: `Llama-3-Instruct-8B-SimPO.Q8_0`)
-3. Run `gguf-split --merge Llama-3-Instruct-8B-SimPO.Q8_0/Llama-3-Instruct-8B-SimPO.Q8_0-00001-of-XXXXX.gguf Llama-3-Instruct-8B-SimPO.Q8_0.gguf`
+2. Locate your GGUF chunks folder (ex: `Llama-3-Instruct-8B-SimPO.BF16`)
+3. Run `gguf-split --merge Llama-3-Instruct-8B-SimPO.BF16/Llama-3-Instruct-8B-SimPO.BF16-00001-of-XXXXX.gguf Llama-3-Instruct-8B-SimPO.BF16.gguf`
     - Make sure to point `gguf-split` to the first chunk of the split.
 
 ---