Update README.md

README.md

@@ -2,12 +2,21 @@
 license: cc-by-sa-4.0
 ---
 
+# StableLM-3B-4E1T #
+
+* Model Creator: [Stability AI](https://huggingface.co/stabilityai)
+* original Model: [StableLM-3B-4E1T](https://huggingface.co/stabilityai/stablelm-3b-4e1t)
+
+## Description ## 
+
 This repository contains the most relevant quantizations of Stability AI's
 [StableLM-3B-4E1T](https://huggingface.co/stabilityai/stablelm-3b-4e1t) model
 in GGUF format - ready to be used with
 [llama.cpp](https://github.com/ggerganov/llama.cpp) and similar applications.
 
-For this model, Stability AI claims: "_StableLM-3B-4E1T achieves
+## About StableLM-3B-4E1T ##
+
+Stability AI claims: "_StableLM-3B-4E1T achieves
 state-of-the-art performance (September 2023) at the 3B parameter scale
 for open-source models and is competitive with many of the popular
 contemporary 7B models, even outperforming our most recent 7B
@@ -17,6 +26,8 @@ According to them "_The model is intended to be used as a foundational base
 model for application-specific fine-tuning. Developers must evaluate and 
 fine-tune the model for safe performance in downstream applications._"
 
+## Files ##
+
 Right now, the following quantizations are available:
 
 * [stablelm-3b-4e1t-Q4_K_M](https://huggingface.co/rozek/StableLM-3B-4E1T_GGUF/blob/main/stablelm-3b-4e1t-Q4_K_M.bin)
@@ -29,6 +40,8 @@ Right now, the following quantizations are available:
 These files are presented here with the written permission of Stability AI (although
 access to the model itself is still "gated").
 
+## Usage Details ##
+
 Any technical details can be found on the
 [original model card](https://huggingface.co/stabilityai/stablelm-3b-4e1t) and in
 a paper on [StableLM-3B-4E1T](https://stability.wandb.io/stability-llm/stable-lm/reports/StableLM-3B-4E1T--VmlldzoyMjU4?accessToken=u3zujipenkx5g7rtcj9qojjgxpconyjktjkli2po09nffrffdhhchq045vp0wyfo).
@@ -38,7 +51,9 @@ The most important ones for using this model are
 * there does not seem to be a specific prompt structure - just provide the text
 you want to be completed
 
-**License**: The original "_Model checkpoints are licensed under the Creative Commons license
+## License ##
+
+The original "_Model checkpoints are licensed under the Creative Commons license
 ([CC BY-SA-4.0](https://creativecommons.org/licenses/by-sa/4.0/)). Under this 
 license, you must give [credit](https://creativecommons.org/licenses/by/4.0/#) 
 to Stability AI, provide a link to the license, and