Update README.md

README.md

@@ -7,31 +7,31 @@ base_model:
 quantized_by: Simon Barnes
 ---
 
-# Quantized Mistral-NeMo-Instruct-2407 versions for Prompt Sensitivity studies
+# Quantized Mistral-NeMo-Instruct-2407 versions for Prompt Sensitivity Studies
 
 This repository contains four quantized versions of Mistral-NeMo-Instruct-2407, created using [llama.cpp](https://github.com/ggerganov/llama.cpp/). The goal was to examine how different quantization methods affect prompt sensitivity with sentiment classification tasks.
 
 ## Quantization Details
 
-Models were quantized using llama.cpp (release [b3922](https://github.com/ggerganov/llama.cpp/releases/tag/b3922)). The imatrix versions use the calibration dataset from [Bartowski](https://gist.github.com/bartowski1182/eb213dccb3571f863da82e99418f81e8), as discussed [here](bartowski/Mistral-Nemo-Instruct-2407-GGUF).
+Models were quantized using llama.cpp (release [b3922](https://github.com/ggerganov/llama.cpp/releases/tag/b3922)). The imatrix versions used an `imatrix.dat` file created from Bartowski's [calibration dataset](https://gist.github.com/bartowski1182/eb213dccb3571f863da82e99418f81e8), mentioned [here](https://huggingface.co/bartowski/Mistral-Nemo-Instruct-2407-GGUF).
 
 
 ## Models
 
 | Filename | Size | Description |
 |----------|------|-------------|
-| Mistral-NeMo-12B-Instruct-2407-Q8_0.gguf | 13 GB | 8-bit standard |
-| Mistral-NeMo-12B-Instruct-2407-Q5_0.gguf | 8.73 GB | 5-bit standard |
-| Mistral-NeMo-12B-Instruct-2407-imatrix-Q8_0.gguf | 13 GB | 8-bit with imatrix |
-| Mistral-NeMo-12B-Instruct-2407-imatrix-Q5_0.gguf | 8.73 GB | 5-bit with imatrix |
+| Mistral-NeMo-12B-Instruct-2407-Q8_0.gguf | 13 GB | 8-bit default quantization |
+| Mistral-NeMo-12B-Instruct-2407-Q5_0.gguf | 8.73 GB | 5-bit default quantization |
+| Mistral-NeMo-12B-Instruct-2407-imatrix-Q8_0.gguf | 13 GB | 8-bit with imatrix quantization |
+| Mistral-NeMo-12B-Instruct-2407-imatrix-Q5_0.gguf | 8.73 GB | 5-bit with imatrix quantization |
 
-The repository also includes the imatrix.dat (7.05 MB) file use for creating these imatrix-quantized versions.
+I've also included the `imatrix.dat` (7.05 MB) file used to create the imatrix-quantized versions.
 
-## Key Finding
+## Findings
 
 Prompt sensitivity was observed specifically in 5-bit models using imatrix quantization, but not in other variants.
 
-For methodology, findings, and implications, please see my accompanying [blog post](URL).
+For further discussion please see my accompanying [blog post](URL).
 
 ## Author