Update README.md

README.md

@@ -10,23 +10,23 @@ tags:
 - mistral
 - optimized
 ---
-# NeuralPipe-7B-slerp (3B Parameters)
+# NeuralPipe-7B-slerp
 
-This is an optimized merge of pre-trained language models created using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing), successfully reducing the original 7B models to approximately 3B parameters while maintaining core capabilities.
+This is a merge of pre-trained language models created using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing), combining the capabilities of OpenPipe's optimized Mistral and NeuralHermes through an efficient SLERP fusion.
 
 ## About Me
-I'm David Soeiro-Vuong, a third-year Computer Science student working as an apprentice at TW3 Partners, a company specialized in Generative AI. Passionate about artificial intelligence and language models optimization, I focus on creating efficient model merges that balance performance and resource usage.
+I'm David Soeiro-Vuong, a third-year Computer Science student working as an apprentice at TW3 Partners, a company specialized in Generative AI. Passionate about artificial intelligence and language models optimization, I focus on creating efficient model merges that balance performance and capabilities.
 
 🔗 [Connect with me on LinkedIn](https://www.linkedin.com/in/david-soeiro-vuong-a28b582ba/)
 
-## Model Size Optimization
-The reduction from 7B to 3B parameters was achieved through:
-- Layer reduction from 32 to 12 layers
-- Conversion to bfloat16 format (half precision)
-- Selective layer range implementation
-- SLERP merge method optimization
-
 ## Merge Details
+### Merge Method
+This model uses SLERP (Spherical Linear Interpolation) with carefully tuned parameters:
+- Optimized attention layer fusion patterns
+- Balanced MLP layer transitions
+- bfloat16 format for efficient memory usage
+- Full layer utilization for maximum capability retention
+
 ### Models Merged
 * [OpenPipe/mistral-ft-optimized-1218](https://huggingface.co/OpenPipe/mistral-ft-optimized-1218)
 * [mlabonne/NeuralHermes-2.5-Mistral-7B](https://huggingface.co/mlabonne/NeuralHermes-2.5-Mistral-7B)