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base_model:
- mkd-hossain/keural-alpha-base
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this is finetuned model 6k



# Keural-Alpha UA-SFT (6K)

This repository contains a **Supervised Fine-Tuned (SFT)** checkpoint of **Keural-Alpha**, trained to improve instruction-following and chat-style responses.

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## 🔹 Model Overview

- **Base model:** keural-alpha-base  
- **Fine-tuning type:** Supervised Fine-Tuning (Instruction / UA-style)  
- **Training steps:** 6,000  
- **Context length:** 2048 tokens  
- **Precision:** bfloat16  
- **Framework:** PyTorch + Hugging Face Transformers  
- **Checkpoint format:** `model.safetensors`  

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## 🔹 Training Data

The model was fine-tuned on cleaned instruction–response data focused on:

- Question answering  
- Short explanations  
- Basic reasoning tasks  
- General conversational instructions  

This checkpoint represents an **intermediate training stage** and is intended for further experimentation or continued fine-tuning.

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## 🔹 Intended Use

- Instruction-following research  
- Chat-style text generation  
- Continued fine-tuning (SFT / chat datasets)  
- Local and offline inference  

> ⚠️ This is **not a final model**. Output quality will improve with additional training steps and more diverse chat data.

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