Update README.md

README.md

@@ -4,17 +4,46 @@ tags:
 - merge
 - mergekit
 - lazymergekit
+- ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp
+language:
+- en
+base_model:
+- allknowingroger/HomerSlerp6-7B
+- jeffmeloy/Qwen2.5-7B-nerd-uncensored-v1.0
+- bunnycore/Blabbertron-1.0
+- bunnycore/Qwen2.5-7B-Fuse-Exp
+- Xiaojian9992024/Qwen2.5-Dyanka-7B-Preview
+pipeline_tag: text-generation
+library_name: transformers
 ---
 
 # ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp
 
-ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp is a merge of the following models using [mergekit](https://github.com/cg123/mergekit):
+### 🚀 **Overview**
+**ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp** is a powerful and finely-tuned AI model built on **HomerSlerp6-7B**, with a fusion of **Qwen2.5-7B-based models** to create a unique blend of reasoning, creativity, and enhanced conversational depth. This model is an **experimental fusion** designed to bring **high adaptability**, **deep knowledge**, and **engaging responses** across a wide variety of use cases.
 
-## 🧩 Configuration
+---
 
-```yaml
-# Merge configuration for ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp using MODEL STOCK
+## 🛠 **Merge Details**
+- **Merge Method:** `model_stock`
+- **Base Model:** [allknowingroger/HomerSlerp6-7B](https://huggingface.co/allknowingroger/HomerSlerp6-7B)
+- **Data Type:** `bfloat16`
+- **Tokenizer Source:** `allknowingroger/HomerSlerp6-7B`
+
+### 🔗 **Merged Models**
+This fusion includes carefully selected models to enhance **general intelligence**, **technical depth**, and **roleplay capabilities**:
+
+| Model Name | Description |
+|------------|-------------|
+| [jeffmeloy/Qwen2.5-7B-nerd-uncensored-v1.0](https://huggingface.co/jeffmeloy/Qwen2.5-7B-nerd-uncensored-v1.0) | A knowledge-rich, uncensored model with deep expertise in multiple domains. |
+| [bunnycore/Blabbertron-1.0](https://huggingface.co/bunnycore/Blabbertron-1.0) | A model optimized for free-flowing and expressive conversation. |
+| [bunnycore/Qwen2.5-7B-Fuse-Exp](https://huggingface.co/bunnycore/Qwen2.5-7B-Fuse-Exp) | Experimental fusion of Qwen2.5-based models for nuanced understanding. |
+| [Xiaojian9992024/Qwen2.5-Dyanka-7B-Preview](https://huggingface.co/Xiaojian9992024/Qwen2.5-Dyanka-7B-Preview) | Enhanced context comprehension and complex reasoning capabilities. |
+
+---
 
+## ⚙ **Configuration**
+```yaml
 name: ZeroXClem-Qwen2.5-7B-HomerFuse-NerdExp
 base_model: allknowingroger/HomerSlerp6-7B
 dtype: bfloat16
@@ -25,4 +54,98 @@ models:
   - model: bunnycore/Qwen2.5-7B-Fuse-Exp
   - model: Xiaojian9992024/Qwen2.5-Dyanka-7B-Preview
 tokenizer_source: allknowingroger/HomerSlerp6-7B
-```
+```
+
+---
+
+## 🧠 **Why This Model?**
+✅ **Balanced Fusion** – A well-calibrated mix of reasoning, factual accuracy, and expressive depth.  
+✅ **Uncensored Knowledge** – Suitable for academic, technical, and exploratory conversations.  
+✅ **Enhanced Context Retention** – Ideal for long-form discussions and in-depth analysis.  
+✅ **Diverse Applications** – Can handle creative writing, roleplay, and problem-solving tasks.  
+
+---
+
+## 🛠 How to Use
+
+### 🔥 Ollama (Quick Inference)
+
+You can run the model using **Ollama** for direct testing:
+
+```bash
+ollama run hf.co/ZeroXClem/Qwen2.5-7B-HomerFuse-NerdExp-Q4_K_M-GGUF
+```
+
+### 🤗 Hugging Face Transformers (Python)
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
+import torch
+
+model_name = "ZeroXClem/Qwen2.5-7B-HomerFuse-NerdExp"
+
+# Load tokenizer & model
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(
+    model_name, 
+    torch_dtype=torch.bfloat16, 
+    device_map="auto"
+)
+
+# Initialize text generation pipeline
+text_generator = pipeline(
+    "text-generation",
+    model=model,
+    tokenizer=tokenizer,
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+
+# Example prompt
+prompt = "Describe the significance of AI ethics in modern technology."
+
+# Generate output
+outputs = text_generator(
+    prompt,
+    max_new_tokens=200,
+    do_sample=True,
+    temperature=0.7,
+    top_k=50,
+    top_p=0.95
+)
+
+print(outputs[0]["generated_text"])
+```
+
+---
+
+## 🏆 **Performance & Benchmarks**
+This model has been crafted to perform **exceptionally well** across a variety of domains, including reasoning, mathematics, and conversation. Evaluation results will be updated upon testing.
+
+---
+
+## 🔥 **Usage Recommendations**
+For best performance, ensure that you:
+- Use the correct tokenizer: `allknowingroger/HomerSlerp6-7B`
+- Fine-tune prompts for logical reasoning with a **step-by-step approach**.
+- Utilize the model in an interactive setting for **long-form discussions**.
+
+---
+
+## 🎯 **Future Plans**
+- 🚀 Further optimization for **multi-turn dialogues** and **zero-shot reasoning**.
+- 🧠 Improving knowledge distillation for **factual consistency**.
+- 🎭 Enhancing **character roleplay depth** with better expressiveness.
+
+---
+
+## 📢 **Feedback & Contributions**
+This is an **open project**, and your feedback is invaluable!  
+💬 **Leave a review** or **open a discussion** on [Hugging Face](https://huggingface.co/ZeroXClem).  
+
+---
+
+### ❤️ **Acknowledgments**
+A huge thanks to **ALL the contributors & model creators** and **Hugging Face's mergekit community** for pushing the boundaries of AI model merging!
+
+---