Update README.md

README.md

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----
-license: llama3.2
----
+---
+license: llama3.2
+tags:
+- llama.cpp
+- gguf
+- query-expansion
+datasets:
+- s-emanuilov/query-expansion
+base_model:
+- meta-llama/Llama-3.2-3B-GGUF
+---
+# Query Expansion GGUF - based on Llama-3.2-3B
+
+GGUF quantized version of Llama-3.2-3B for query expansion task.
+Part of a collection of query expansion models available in different architectures and sizes.
+
+## Overview
+
+**Task:** Search query expansion  
+**Base model:** [Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct)  
+**Training data:** [Query Expansion Dataset](https://huggingface.co/datasets/s-emanuilov/query-expansion)  
+
+<img src="static/query-expansion-model.jpg" alt="Query Expansion Model" width="600px" />
+
+## Quantized Versions
+
+Model available in multiple quantization formats:
+- F16 (Original size)
+- Q8_0 (~8-bit quantization) 
+- Q5_K_M (~5-bit quantization)
+- Q4_K_M (~4-bit quantization)
+- Q3_K_M (~3-bit quantization)
+
+## Related Models
+
+### LoRA Adaptors
+- [Qwen2.5-3B](https://huggingface.co/s-emanuilov/query-expansion-Qwen2.5-3B)
+- [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/s-emanuilov/query-expansion-Qwen2.5-3B-GGUF)
+- [Qwen2.5-7B-GGUF](https://huggingface.co/s-emanuilov/query-expansion-Qwen2.5-7B-GGUF)
+
+## 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
+
+## Example
+
+**Input:** "apple stock"
+**Expansions:**
+- "apple market"
+- "apple news"
+- "apple stock price"
+- "apple stock forecast"
+
+## Citation
+
+If you find my work helpful, feel free to give me a citation.
+
+```
+
+