Update README.md

README.md

@@ -1,11 +1,18 @@
 # Models with reduced matrix size and overfitted for testing
 
-Folders structure
+Base models and adapters for LLMs to be used to test converting to `gguf` and testing inference. 
+
+These LLMs are in `safetensors` format with their architecture unchanged but for the size of their tensors. 
+
+
+
+Folders structure:
 ```
 <model architecture>/hidden_size=<reduced size>/<base|lora>
 ```
-
+where:
 - `base`: overfitted to complete this [Sagan's Pale Blue Dot paragraph](https://github.com/ltoniazzi/reduce-llms-for-testing/blob/main/data/pale_blue_dot.txt)
-- `lora`: overfitted to complete this [Bohemian_Rapshody paragraph](https://github.com/ltoniazzi/reduce-llms-for-testing/blob/main/data/bohemian_rapshody.txt)
+- `lora`: overfitted to complete this [Bohemian Rapshody paragraph](https://github.com/ltoniazzi/reduce-llms-for-testing/blob/main/data/bohemian_rapshody.txt)
 
-Models generated with [this repo](https://github.com/ltoniazzi/reduce-llms-for-testing).
+These models are generated with the repo [reduce-llms-for-testing](https://github.com/ltoniazzi/reduce-llms-for-testing). 
+Please open an issue/PR there if you want to add more models.