Update README.md

README.md

@@ -12,25 +12,60 @@ tags:
 - Reasoning
 - text-generation-inference
 ---
+
 ![RA_REASONER](./image.webp)
-# Uploaded Model
 
-**Developed by:** Daemontatox
+# **RA_Reasoner 2.0**
+
+## **Model Details**
+
+**Developed by:** [Daemontatox](#)  
+**License:** [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0)  
+**Base Model:** [tiiuae/Falcon3-10B-Instruct](https://huggingface.co/tiiuae/Falcon3-10B-Instruct)  
+
+This model is fine-tuned from the Falcon-10B-Instruct model, leveraging advanced training optimizations to enhance reasoning and instruction-following capabilities. It was trained 2x faster using [Unsloth](https://github.com/unslothai/unsloth) and Hugging Face's TRL library.  
+
+---
+
+## **Training Details**
+
+- **Frameworks Used:** Unsloth, Hugging Face TRL  
+- **Fine-Tuning Focus:** Emphasis on reasoning, logic-based tasks, and instruction comprehension.  
+- **Dataset:** Includes examples from [Daemontatox/Deepthinking-COT](https://huggingface.co/datasets/Daemontatox/Deepthinking-COT).  
+- **Optimization:** Significant speedup during fine-tuning while maintaining model quality.  
 
-**License:** [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0)
+Further details on hyperparameters and fine-tuning methodology will be added in future updates.
 
-**Finetuned from model:** [tiiuae/Falcon3-10B-Instruct](https://huggingface.co/tiiuae/Falcon3-10B-Instruct)
+---
+
+## **Intended Use**
+
+This model is intended for **research and development** in text generation, reasoning tasks, and instruction-following applications.  
+
+### **Key Features:**
+- Enhanced reasoning capabilities for multi-step logical problems.
+- Robust instruction-following for complex tasks.
+- Fine-tuned for Chain-of-Thought (COT) reasoning and inference.  
 
-This model was fine-tuned from the Falcon-10B-Instruct model. It was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Hugging Face's TRL library.
+### **Applications:**
+- Research on reasoning-based AI systems.  
+- Tasks requiring logical deductions, such as question answering and problem-solving.  
+- General text generation with a focus on nuanced understanding.
 
-This model is intended for text generation tasks, with a focus on reasoning capabilities and instruction following, similar to capabilities demonstrated by the ChatGPT-O1-Mini model.
+---
+
+## **Limitations and Warnings**
 
-## Training Details
+- This model is not designed for real-time or production-critical tasks.  
+- Outputs may vary based on input specificity and complexity.  
+- Users are responsible for ensuring ethical use and compliance with applicable regulations.  
 
-This model was fine-tuned with Unsloth and TRL, resulting in significant speed improvements during the training process. Details on specific fine-tuning data, parameters and methods will be added soon. The fine-tuning process has prioritized improving the model's reasoning abilities on various benchmarks.
+---
 
-## Intended Use
+## **Acknowledgments**
 
-This model is intended for research and development purposes related to text generation, instruction following, and complex reasoning tasks. It is suitable for applications that require a model capable of handling multi-step logical problems and understanding nuanced instructions. 
+- Base model: [tiiuae/Falcon3-10B-Instruct](https://huggingface.co/tiiuae/Falcon3-10B-Instruct)  
+- Training acceleration powered by [Unsloth](https://github.com/unslothai/unsloth) and Hugging Face's TRL library.  
+- Dataset contributions: [Daemontatox/Deepthinking-COT](https://huggingface.co/datasets/Daemontatox/Deepthinking-COT).  
 
-**Focus on Reasoning:** The fine-tuning has been geared towards enhancing the model's ability to tackle reasoning challenges and logic-based tasks.
+---