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  pipeline_tag: image-text-to-text
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  ---
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- (uploading...)
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  <h2>Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-GGUF</h2>
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  Extreme intelligence in a small package.
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  Power to the people:
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  ```
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  Qwen3.5-9B-Instruct: [base, non heretic]
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  mxfp8 0.571,0.719,0.895,0.683,0.426,0.770,0.671
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-
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  ```
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- This is also a HERETIC model, trained post "Heretic'ing" -> this model does what you want, no questions asked.
 
 
 
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- Fully uncensored.
 
 
 
 
 
 
 
 
 
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- VISION:
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- - Vision (images) tested -> working with new training.
 
 
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  ---
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  pipeline_tag: image-text-to-text
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  ---
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+ (uploading... || model card updates in progress.)
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  <h2>Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-GGUF</h2>
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  Extreme intelligence in a small package.
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+ A multi-stage and multi-model fine tune and merge on local hardware.
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+
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+ This is also a HERETIC model, trained post "Heretic'ing" -> this model does what you want, no questions asked.
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+
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+ Fully uncensored.
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+
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  Power to the people:
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  ```
 
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  Qwen3.5-9B-Instruct: [base, non heretic]
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  mxfp8 0.571,0.719,0.895,0.683,0.426,0.770,0.671
 
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  ```
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+ NOTES:
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+ - Models are tested in "Instruct" mode because this generally works better with the testing harness.
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+ - Testing via "thinking" mode also shows the metrics (and changes) but not the true extent.
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+ - In actual fact when the model IS in thinking mode, it will exceed INSTRUCT benchmark scores in most cases.
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+ <B>Model:</b>
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+ - 256k context
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+ - Gguf quants run in all standard AI apps.
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+ - Vision is activated, but you need to download separate "mmproj" file (ONE) to use it.
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+
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+ <B>VISION:</B>
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+ - Vision (images) tested.
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+ - You need an "mmproj" (just one) of these downloaded too, and placed in the same folder as the GGUF for images.
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+ <B>Qwen Model Settings (suggested):</B>
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+ - Thinking mode for general tasks: temperature=1.0, top_p=0.95, top_k=20, min_p=0.0, presence_penalty=0.0, repetition_penalty=1.0
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+ - Thinking mode for precise coding tasks (e.g. WebDev): temperature=0.6, top_p=0.95, top_k=20, min_p=0.0, presence_penalty=0.0, repetition_penalty=1.0
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+ - Instruct (or non-thinking) mode: temperature=0.7, top_p=0.80, top_k=20, min_p=0.0, presence_penalty=1.5, repetition_penalty=1.0
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+ - Context window min from 8k to 16k.
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  ---
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