Update README.md

README.md

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 ---
-base_model: huihui-ai/Llama-3.2-1B-Instruct-abliterated
+license: apache-2.0
 tags:
+- unsloth
+- Uncensored
 - text-generation-inference
 - transformers
 - unsloth
 - llama
 - trl
-license: apache-2.0
+- roleplay
+- conversational
 language:
 - en
+base_model:
+- unsloth/Llama-3.2-1B-Instruct
+pipeline_tag: text-generation
+library_name: peft
+metrics:
+- character
+- bleu
+- rouge
 ---
+# This is the Next Experimental OpenElla Architecture, Tested and Proven to Outcompete Minimaid-L2's and L1's
+  If you loved our Models, then please consider donating and supporting us through Ko-fi!
+  [![ko-fi](https://ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/J3J61D8NHV)
+  Our Training Capabilities is limited to Google Colab's Free tier So any Help, Donation or Renting is very much appreciated!
+  
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/shZks9qul9BOC0UgGOnOG.png)
+
+# OpenElla StoryWriter - TypeB
+- Introducing OpenElla StoryWriter - TypeB!
+- OpenElla StoryWriter TypeB is our brand new Model trained on a 1B llama Instruct model, capable of writing good RP responses,
+  without sacrificing Speed or Performance! The New Architecture is trained on **HERETICAL** and finetuned for RP dataset.
+  Which paves the path for the model's incredible performance compared to other 1B models, and are capable of Generating responses
+  On-par to 3B counterparts
+
+# OpenElla StoryWriter - TypeB Base-Model Card Procedure:
+- **TypeB**
+  TypeB Model contains 1B params, Type A is yet to be released and will contain 3B params Counterpart. There is **NO PLAN** to bump the 
+  training model to **7B**, this is due to Google colab's free tier limit, limiting our training time and the intensity of training!
+
+  TypeB is trained using **HERETICAL** tool, its base model, Llama3.2 1B was taken from HF, and was trained on Heretical to remove as much Wastes as much as possible.
+  However, please bear in mind that the model is **UNCENSORED** or atmost should be due to heretical training,
+
+  **N-BOT-INT is NOT LIABLE FOR ANY DAMAGES, MISUSE, OR UNINTENDED OUTCOMES RESULTING FROM USER-GENERATED PROMPT**
+
+  TypeB is then feeded 600K dataset aimed to increase the performance of the AI model in term of these categories
+  - ROMANCE
+  - MYSTERY / DETECTIVE
+  - SCI-FI
+
+  This, alongside the same 600K datasets Handwritten nature, gave the Model length and consistency which is Useful for RP purposes,
+  HOWEVER DUE TO LACK OF PARAMS, EXPECT THE MODEL TO HALLUCINATE
+
+  **ALL FINETUNING, ACCOUNTING DATASET PREPARATION ASWELL, TOOK 5 DAYS. HERETICAL TRAINING IS EXCLUDED BECAUSE THE HERETICAL HAS BEEN PREPPED LONG TIME AGO**
+
+- OpenElla StoryWriter - TypeB is Another Instance of Our Smallest Model Yet! if you find any issue, then please don't hesitate to email us at:
+  [nexus.networkinteractives@gmail.com](mailto:nexus.networkinteractives@gmail.com)
+  about any overfitting, or improvements for the future Model,
+  Once again feel free to Modify the LORA to your likings, However please consider Adding this Page
+  for credits and if you'll increase its **Dataset**, then please handle it with care and ethical considerations
+
+  
+- OpenElla StoryWriter - TypeB is
+  - **Developed by:** N-Bot-Int
+  - **License:** apache-2.0
+
+- MiniMaid-L3 Official Metric Score
+    ![benchmark_results-MINIMAIDVSOPENELLA](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/RbAgqFyo8_RdUcH6MppcD.png)
+    "Minimaid Instances Vs. OpenElla StoryWriter - TypeB"
+
+    ![benchmark_results](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/EKeMTVOxFmSm5VHlIbXtE.png)
+    "OpenElla StoryWriter - TypeB vs. Several Different AI Models"
 
-# Uploaded  model
+    - **METRIC SCORES ARE HIGHLY SUBJECTIVE, Feel free to use the model and judge them yourselves!**
 
-- **Developed by:** N-Bot-Int
-- **License:** apache-2.0
-- **Finetuned from model :** huihui-ai/Llama-3.2-1B-Instruct-abliterated
+- # Notice
+  - **For a Good Experience, Please use**
+    - (PLEASE CALIBRATE THE MODEL DEPENDING ON THE CHARACTER CARD)
+    - USE **CHATML**, the AI MODEL IS FINETUNED TO USE CHATML more than any other format
 
-This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth)
+- # Detail card:
+  - Parameter
+    - 1 Billion Parameters
+    - (Please check your GPU Core, CPU and RAM to see if you can confortably run 1B models)
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+  - Finetuning tool:
+   - Unsloth AI
+     - This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+    [<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+   - Fine-tuned Using:
+    - Google Colab Free Tier