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---
license: apache-2.0
language:
- en
tags:
- story
- general usage
- roleplay
- creative
- rp
- fantasy
- story telling
- ultra high precision
---
<B>NEO CLASS Ultra Quant for : L3-8B-Stheno-v3.2</B>

Additional quants are uploading...

The NEO Class tech was created after countless investigations and over 120 lab experiments backed by
real world testing and qualitative results.

NEO Class results: 

Better overall function, instruction following, output quality and stronger connections to ideas, concepts and the world in general.

In addition quants now operate above their "grade" so to speak :

IE: Q4 / IQ4 operate at Q5KM/Q6 levels. 

Likewise for Q3/IQ3 operate at Q4KM/Q5 levels.

The examples below illustrate the least amount of improvement using some of the lowest quants.

Perplexity drop of 1191 points VS regular quant of IQ4XS.

(lower is better)

<B> Model Notes: </B>

Maximum context is 8k. Please see original model maker's page for details, and usage information for this model.

Special thanks to the model creators at SAO10K for making such a fantastic model:

[ https://huggingface.co/Sao10K/L3-8B-Stheno-v3.2 ]