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README.md

@@ -9,8 +9,56 @@ tags:
 
 # 🦙 Llama-3.2-3B-Instruct-abliterated
 
-NOTE: FORKED FROM https://huggingface.co/huihui-ai/Llama-3.2-3B-Instruct-abliterated
+
 
 This is an uncensored version of Llama 3.2 3B Instruct created with abliteration (see [this article](https://huggingface.co/blog/mlabonne/abliteration) to know more about it).
 
 Special thanks to [@FailSpy](https://huggingface.co/failspy) for the original code and technique. Please follow him if you're interested in abliterated models.
+
+## ollama
+
+You can use [huihui_ai/llama3.2-abliterate:3b](https://ollama.com/huihui_ai/llama3.2-abliterate:3b) directly, 
+```
+ollama run huihui_ai/llama3.2-abliterate
+```
+or create your own model using the following methods.
+
+1. Download this model.
+```
+huggingface-cli download huihui-ai/Llama-3.2-3B-Instruct-abliterated --local-dir ./huihui-ai/Llama-3.2-3B-Instruct-abliterated
+```
+2. Get Llama-3.2-3B-Instruct model for reference.
+ ```
+ollama pull llama3.2
+```
+3. Export Llama-3.2-3B-Instruct model parameters.
+```
+ollama show llama3.2 --modelfile > Modelfile
+```
+4. Modify Modelfile, Remove all comment lines (indicated by #) before the "FROM" keyword. Replace the "FROM" with the following content.
+```
+FROM huihui-ai/Llama-3.2-3B-Instruct-abliterated
+```
+5. Use ollama create to then create the quantized model.
+```
+ollama create --quantize q4_K_M -f Modelfile Llama-3.2-3B-Instruct-abliterated-q4_K_M
+```
+6. Run model
+```
+ollama run Llama-3.2-3B-Instruct-abliterated-q4_K_M
+```
+
+The running architecture is llama.
+
+## Evaluations
+The following data has been re-evaluated and calculated as the average for each test.
+
+| Benchmark   | Llama-3.2-3B-Instruct | Llama-3.2-3B-Instruct-abliterated |
+|-------------|-----------------------|-----------------------------------|
+| IF_Eval     | 76.55                 | **76.76**                         |
+| MMLU Pro    | 27.88                 | **28.00**                         |
+| TruthfulQA  | 50.55                 | **50.73**                         |
+| BBH         | 41.81                 | **41.86**                         |
+| GPQA        | 28.39                 | **28.41**                         |
+
+The script used for evaluation can be found inside this repository under /eval.sh, or click [here](https://huggingface.co/huihui-ai/Llama-3.2-3B-Instruct-abliterated/blob/main/eval.sh)

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