README update

README.md

@@ -2,4 +2,40 @@
 license: apache-2.0
 tags:
 - unsloth
+- query-expansion
 ---
+# Query Expansion Dataset - 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.
+
+## Overview
+
+**Base model:** [Qwen2.5-3B](https://huggingface.co/Qwen/Qwen2.5-3B)  
+**Task:** Search query expansion  
+**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" />
+
+
+## Variants
+### LoRA adaptors
+
+- [Qwen2.5-7B](https://huggingface.co/s-emanuilov/query-expansion-Qwen2.5-7B)
+- [Llama-3.2-3B](https://huggingface.co/s-emanuilov/query-expansion-Llama-3.2-3B)
+
+### GGUF variants
+- [Qwen2.5-3B-GGUF](https://huggingface.co/unsloth/Qwen2.5-3B-GGUF)
+- [Qwen2.5-7B-GGUF](https://huggingface.co/unsloth/Qwen2.5-7B-GGUF)
+- [Llama-3.2-3B-GGUF](https://huggingface.co/unsloth/Llama-3.2-3B-GGUF)
+
+Each GGUF model is available in several quantization formats: F16, Q8_0, Q5_K_M, Q4_K_M, Q3_K_M
+
+## Details
+This model is designed for enhancing search and retrieval systems by generating semantically relevant query expansions.
+
+It could be useful for:
+- Advanced RAG systems
+- Search enhancement
+- Query preprocessing
+- Low-latency query expansion