Update README.md

README.md

@@ -13,11 +13,20 @@ pipeline_tag: text-generation
 
 A LLama2-7b model trained on Orca Style datasets.
 
+### quantized versions
+
+Big thanks to [@TheBloke](https://huggingface.co/TheBloke)
+
+1) https://huggingface.co/TheBloke/orca_mini_v3_7B-GGML
+
+2) https://huggingface.co/TheBloke/orca_mini_v3_7B-GPTQ
+
+
 #### legal disclaimer:
 
 This model is bound by the usage restrictions of the original Llama-2 model. And comes with no warranty or gurantees of any kind.
 
-## Evaluation
+## evaluation
 
 We evaluated orca_mini_v3_7b on a wide range of tasks using [Language Model Evaluation Harness](https://github.com/EleutherAI/lm-evaluation-harness) from EleutherAI. 
 
@@ -36,7 +45,7 @@ Here are the results on metrics used by [HuggingFaceH4 Open LLM Leaderboard](htt
 **P.S. I am actively seeking sponsorship and partnership opportunities. If you're interested, please connect with me at www.linkedin.com/in/pankajam.**
 
 
-## Example Usage
+## example esage
 
 Here is prompt format
 
@@ -78,7 +87,7 @@ print(tokenizer.decode(output[0], skip_special_tokens=True))
 ```
 
 
-#### Limitations & Biases:
+#### limitations & biases:
 
 While this model aims for accuracy, it can occasionally produce inaccurate or misleading results. 
 
@@ -88,7 +97,7 @@ Exercise caution and cross-check information when necessary.
 
 
 
-### Citiation:
+### citiation:
 
 Please kindly cite using the following BibTeX: