Update README.md

README.md

@@ -17,10 +17,19 @@ inference: false
 ---
 
 This repository hosts GGUF-Imatrix quantizations for [ChaoticNeutrals/BuRP_7B](https://huggingface.co/ChaoticNeutrals/BuRP_7B).
+
+**What does "Imatrix" mean?**
+
+It stands for **Importance Matrix**, a technique used to improve the quality of quantized models.
+The **Imatrix** is calculated based on calibration data, and it helps determine the importance of different model activations during the quantization process.
+The idea is to preserve the most important information during quantization, which can help reduce the loss of model performance, especially when the calibration data is diverse.
+[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006) [[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384)
+
+**Steps:**
 ```
 Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants)
 ```
-
+**Quants:**
 ```python
     quantization_options = [
         "Q4_K_M", "IQ4_XS", "Q5_K_M", "Q5_K_S", "Q6_K",