Text Classification
Transformers
Safetensors
gemma4_unified
image-text-to-text
decision-model
decision-index
system-one
gemma4
Instructions to use MachinePulseAI/karpo-decision-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MachinePulseAI/karpo-decision-12B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MachinePulseAI/karpo-decision-12B")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("MachinePulseAI/karpo-decision-12B") model = AutoModelForMultimodalLM.from_pretrained("MachinePulseAI/karpo-decision-12B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Card: the Karpo Decision family chart
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- README.md +4 -0
- assets/karpo-decision-family.png +3 -0
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## The Karpo Decision family
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| Model | Base | Parameters |
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| [karpo-decision-31B](https://huggingface.co/MachinePulseAI/karpo-decision-31B) | Gemma 4 31B | 31.3B |
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## The Karpo Decision family
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<img src="assets/karpo-decision-family.png" alt="Score vs. size: Karpo Decision 0.8B to 31B on the Decision Index 0.3 public suite, with the other board models of each size class" width="100%">
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*Score vs. size on the Decision Index 0.3 public suite, board of 12 November 2026.*
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| Model | Base | Parameters |
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| [karpo-decision-31B](https://huggingface.co/MachinePulseAI/karpo-decision-31B) | Gemma 4 31B | 31.3B |
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assets/karpo-decision-family.png
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Git LFS Details
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