Update README.md

README.md

@@ -24,7 +24,7 @@ This is a specialized **Text-to-SQL** model fine-tuned from the **Microsoft Phi-
 ## 🚀 Key Features
 - **Architecture:** Phi-3-mini (3.8B parameters)
 - **Quantization:** Q4_K_M GGUF (Optimized balance of speed and logic)
-- **Fast Training:** Fine-tuned using [Unsloth](https://github.com/unslothai/unsloth).
+- **Training Technique:** Fine-tuned using Lora with [Unsloth](https://github.com/unslothai/unsloth).
 - **Format:** GGUF (Ready for Ollama, LM Studio, and llama.cpp)
 
 ## 🛠 Usage Instructions
@@ -35,7 +35,7 @@ To deploy locally:
 1. Download the `.gguf` file.
 2. Create a file named `Modelfile` and paste the following:
 ```dockerfile
-FROM ./phi-3-mini-4k-instruct.Q4_K_M.gguf
+FROM ./phi3-sql-expert.Q4_K_M.gguf
 
 TEMPLATE """<|system|>
 You are a helpful assistant that writes SQL queries. Given a user question and a table schema, output only the SQL code.<|end|>