---
license: apache-2.0
language:
- en
tags:
- story
- general usage
- roleplay
- creative
- rp
- fantasy
- story telling
- ultra high precision
---
<B>NEO CLASS Ultra Quants 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.

<b>NEO Class results: </b>

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.

Perplexity drop of 1191 points for Neo Class Imatrix quant of IQ4XS VS regular quant of IQ4XS.

(lower is better)

<B> A Funny thing happened on the way to the "lab" ... </b>

Although this model uses a "Llama3" template we found that Command-R's template worked better specifically for creative purposes.

This applies to both normal quants and Neo quants.

Here is Command-R's template:

{
  "name": "Cohere Command R",
  "inference_params": {
    "input_prefix": "<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>",
    "input_suffix": "<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>",
    "antiprompt": [
      "<|START_OF_TURN_TOKEN|>",
      "<|END_OF_TURN_TOKEN|>"
    ],
    "pre_prompt_prefix": "<|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>",
    "pre_prompt_suffix": ""
  }
}

This was "interesting" issue was confirmed by multiple users.

<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 ]