Update README.md

README.md

@@ -1,12 +1,3 @@
----
-license: mit
-language:
-- en
-base_model:
-- mlx-community/Llama-3.2-11B-Vision-Instruct-8bit
-library_name: mlx
----
-
 # CaseCraft - Fine-Tuned Legal AI Model for IBC
 
 🚀 **Model Overview**
@@ -14,13 +5,11 @@ This fine-tuned **LLM** is built specifically for **Indian legal research**, foc
 
 🔗 **GitHub Repository**: [CaseCraft](https://github.com/manisunder246/CaseCraft)
 
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 ## 📜 **Training Data**
 - **IBC Act & Amendments**: Fine-tuned on **official laws, regulatory changes, and case-specific rulings.**
 - **Legal Glossary**: An exhaustive set of legal terms and definitions for improved domain understanding.
 
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 ## 📊 **Fine-Tuning Details**
 - **Base Model**: LLaMA 3.2 (8-bit quantized)
@@ -28,7 +17,6 @@ This fine-tuned **LLM** is built specifically for **Indian legal research**, foc
 - **Hardware Used**: Apple Silicon (M3 Max, 40-core GPU)
 - **Optimizations**: Gradient checkpointing, adaptive chunking for long legal texts
 
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 ## 🔧 **Usage**
 To download the fine-tuned model from Hugging Face, use the following commands:
@@ -40,11 +28,20 @@ export HF_HUB_ENABLE_HF_TRANSFER=1
 huggingface-cli download --local-dir chanakya-ai-ibc-finetuned manisunder246/chanakya-ai-ibc-finetuned
 ```
 
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 ## 📌 **Future Enhancements**
 - Expand dataset with **High Court judgments**
 - Improve **retrieval mechanisms** with custom legal embeddings
 - Deploy as an **interactive legal assistant** for practitioners
 
-📢 **Contributions & feedback welcome!** Feel free to explore the repo and test the model. 🚀
+📢 **Contributions & feedback welcome!** Feel free to explore the repo and test the model. 🚀
+
+
+---
+license: mit
+language:
+- en
+base_model:
+- mlx-community/Llama-3.2-11B-Vision-Instruct-8bit
+library_name: mlx
+---