Update README.md

README.md

@@ -13,11 +13,11 @@ tags:
 - PEFT
 - Quantization
 ---
-# NeuroBit LLM
+# NeuroBit-1.0-Exp LLM
 
 ## Overview
 
-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.
+The **Neurobit-1.0-Exp** 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.
 
@@ -137,8 +137,8 @@ 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_neurobit_llm,
-  title={169Pi/neurobit_llm: Fine-Tuned Educational Model},
+@misc{169Pi_neuroBit-1.0-exp_llm,
+  title={169Pi/neuroBit-1.0-exp_llm: Fine-Tuned Educational Model},
   author={169Pi},
   year={2024},
   publisher={Hugging Face},