Update README

README.md

@@ -8,7 +8,7 @@ datasets:
 base_model:
 - Qwen/Qwen2.5-3B-Instruct
 ---
-# Query Expansion Dataset - Qwen2.5-3B
+# Query Expansion Dataset - based on Qwen2.5-3B
 
 Fine-tuned Qwen2.5-3B model for generating search query expansions.   
 Part of a collection of query expansion models available in different architectures and sizes.
@@ -17,7 +17,7 @@ Part of a collection of query expansion models available in different architectu
 
 **Task:** Search query expansion  
 **Base model:** [Qwen2.5-3B](https://huggingface.co/Qwen/Qwen2.5-3B)  
-**Training Data:** [Query Expansion Dataset](https://huggingface.co/datasets/unsloth/query-expansion-dataset)  
+**Training data:** [Query Expansion Dataset](https://huggingface.co/datasets/unsloth/query-expansion-dataset)  
 
 <img src="static/query-expansion-model.jpg" alt="Query Expansion Model" width="600px" />
 
@@ -95,8 +95,8 @@ output = model.generate(
 
 ## Example
 
-**Input**: "apple stock "
-**Expansions**:
+**Input:** "apple stock"
+**Expansions:**
 - "apple stock price"
 - "how to invest in apple stocks"
 - "apple stock analysis"