Update README.md

README.md

@@ -6,6 +6,24 @@ base_model:
 - microsoft/Phi-3.5-mini-instruct
 ---
 
-This is a PHI-3.5-mini-Instruct modification using the MedIT-mesh technique.
+# Phi-3.5 Mini-Instruct Modification using MedIT-mesh Technique
 
-Model parameters: 3.8B
+## Primary Use Cases:
+
+- Commercial use in environments requiring memory and compute constraints.
+- Use in latency-bound scenarios where accuracy is crucial.
+- Strong reasoning capabilities, especially for code, math, and logic applications.
+
+## Model Description:
+The Phi-3.5 Mini-Instruct modification is designed to accelerate research on language and multimodal models. It is a 3.8B parameter model optimized for commercial and research use in multiple languages. The MedIT-mesh technique provides improved memory and compute efficiency, making it suitable for environments with limited resources.
+
+## Use Case Considerations:
+
+When selecting use cases, developers should consider language models' limitations and evaluate accuracy, safety, and fairness before using them within a specific downstream application.
+Developers should be aware of applicable laws and regulations (e.g., privacy, trade compliance) relevant to their use case.
+It is essential to adhere to the license terms for the model being used.
+Release Notes:
+
+An update over the June 2024 instruction-tuned Phi-3 Mini release based on user feedback.
+Additional post-training data was incorporated, leading to substantial gains in multilingual and multi-turn conversation quality, and reasoning capability.
+This release is expected to benefit most use cases, but users are encouraged to test in their particular AI applications.