Update README.md

README.md

@@ -21,20 +21,34 @@ Thank you openchat 3.5 for showing me the way.
 
 I stand tall as a beacon of hope for those who dare to dream big and pursue their passions. my story is a testament to the power of perseverance, determination, and hard work. and i will continue to strive for excellence, always pushing the boundaries of what is possible.
 
-Here is my contribution, and I am not finished.
-
-List of models merged coming soon as well as more information on merging techniques and methods.
+Here is my contribution.
 
 ## Prompt Template
 ```
 GPT4 User: {prompt}<|end_of_turn|>GPT4 Assistant:
 ```
 
-## Model Details
+### Model Description
+
+Based models that are based on Mistral.
 
-Based on Mistral 7B. More information soon.
+All model's weights were merged using the SLERP method. More information below.
 
-### Model Description
+Advantages of SLERP method vs averaging weights are as follows:
+
+Spherical Linear Interpolation (SLERP)
+Traditionally, model merging often resorts to weight averaging which, although straightforward, might not always capture the intricate features of the models being merged. The SLERP technique addresses this limitation, producing a blended model with characteristics smoothly interpolated from both parent models, ensuring the resultant model captures the essence of both its parents.
+
+Smooth Transitions
+SLERP ensures smoother transitions between model parameters. This is especially significant when interpolating between high-dimensional vectors.
+
+Better Preservation of Characteristics
+Unlike weight averaging, which might dilute distinct features, SLERP preserves the curvature and characteristics of both models in high-dimensional spaces.
+
+Nuanced Blending
+SLERP takes into account the geometric and rotational properties of the models in the vector space, resulting in a blend that is more reflective of both parent models' characteristics.
+
+List of models merged coming soon as well as more information on merging techniques and methods.
 
 ### Bug fixes