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README.md

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 ## Description
-RLM-spell-checker is a fined-tuned version of gemma-2b-V3. This model is fined-tuned using LoRA.
+The RLM-spell-checker is a fine-tuned version of gemma-2b-V3, enhanced using LoRA (Low-Rank Adaptation) to specialize in spelling correction. LoRA fine-tunes models efficiently by adjusting only a few parameters, allowing the RLM-spell-checker to retain the robust language understanding of gemma-2b-V3 while focusing on identifying and correcting spelling errors. This fine-tuning enables the model to provide context-aware suggestions for corrections, making it a powerful tool for real-time applications like automated writing assistance, chatbots, and word processors. By improving spelling accuracy without interrupting the natural flow of text, the RLM-spell-checker enhances text quality and user experience in various tasks.
 
 ### Author: [Rudra Shah](https://www.linkedin.com/in/rudra-shah-b044781b4/)