Update README.md

README.md

@@ -5,12 +5,19 @@ language:
 base_model:
 - meta-llama/Llama-3.1-8B-Instruct
 pipeline_tag: text-generation
+tags:
+- 4-bit
+- NeuroBit
+- EducationalLLM
+- LoRA
+- PEFT
+- Quantization
 ---
-# Gyaan LLM
+# NeuroBit LLM
 
 ## Overview
 
-The **Gyaan LLM** is a state-of-the-art fine-tuned model derived from **Meta-Llama-3.1-8B-bnb-4bit**, purpose-built to deliver high-quality educational content. Designed to meet the needs of students and educators, this model leverages advanced techniques, including **LoRA**, **PEFT**, and **RSLoRA**, to generate accurate, contextually relevant, and engaging outputs. 
+The **Neurobit LLM** is a state-of-the-art fine-tuned model derived from **Meta-Llama-3.1-8B-bnb-4bit**, purpose-built to deliver high-quality educational content. Designed to meet the needs of students and educators, this model leverages advanced techniques, including **LoRA**, **PEFT**, and **RSLoRA**, to generate accurate, contextually relevant, and engaging outputs. We're naming it **NeuroBit-1.0-Exp** to signify its status as an experimental prototype, pushing the boundaries of innovation.
 
 This model supports a wide range of educational applications, from summarization to personalized study guide generation, and has been optimized for efficiency with 4-bit quantization.
 
@@ -130,17 +137,20 @@ To generate high-quality educational content tailored for diverse academic needs
 If you use this model in your work, please cite it as follows:
 
 ```bibtex
-@misc{169Pi_gyaan_llm,
-  title={169Pi/gyaan_llm: Fine-Tuned Educational Model},
+@misc{169Pi_neurobit_llm,
+  title={169Pi/neurobit_llm: Fine-Tuned Educational Model},
   author={169Pi},
   year={2024},
   publisher={Hugging Face},
-  url={https://huggingface.co/169Pi/gyaan_llm}
+  url={https://huggingface.co/169Pi/neurobit_llm}
 }
 ```
 
 ---
 
+## Blog
+https://169pi.ai/research/efficient-4-bit-ai-models%3A-quantization-and-lora-for-scalable-educational-deployment
+
 ## Contact
 
 For inquiries or technical support, please contact: