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Card: the Karpo Decision family chart; multimodal in the introduction

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  1. .gitattributes +1 -0
  2. README.md +18 -2
  3. assets/karpo-decision-family.png +3 -0
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README.md CHANGED
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  *Decision Index leaderboard, Full score, 12 November 2026.*
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- A decision model: given a state (a web page, a document, a conversation: any text or JSON) and typed questions about
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- it, it returns a probability for every option of every question in one forward pass, without generating text.
 
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  Fine-tuned from [google/gemma-4-31B-it](https://huggingface.co/google/gemma-4-31B-it), with a linear readout over the
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  options.
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  | Tools & Automation | 88.4 |
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  | Arts & Human Taste | 68.2 |
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  ## How it works
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  - **A readout, not generation.** Every option is labelled with an option code. At the `Answer: (` slot that ends a
 
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  *Decision Index leaderboard, Full score, 12 November 2026.*
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+ A multimodal decision model: given a state (a web page and its screenshot, a document, a conversation: text, JSON
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+ and images) and typed questions about it, it returns a probability for every option of every question in one forward
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+ pass, without generating text.
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  Fine-tuned from [google/gemma-4-31B-it](https://huggingface.co/google/gemma-4-31B-it), with a linear readout over the
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  options.
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  | Tools & Automation | 88.4 |
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  | Arts & Human Taste | 68.2 |
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+ ## The Karpo Decision family
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+
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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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+
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+ | Model | Base | Parameters |
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+ |---|---|---|
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+ | **karpo-decision-31B** | Gemma 4 31B | 31.3B |
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+ | [karpo-decision-12B](https://huggingface.co/MachinePulseAI/karpo-decision-12B) | Gemma 4 12B | 12.0B |
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+ | [karpo-decision-9B](https://huggingface.co/MachinePulseAI/karpo-decision-9B) | Qwen3.5 9B | 8.4B |
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+ | [karpo-decision-4B](https://huggingface.co/MachinePulseAI/karpo-decision-4B) | Qwen3.5 4B | 4.5B |
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+ | [karpo-decision-2B](https://huggingface.co/MachinePulseAI/karpo-decision-2B) | Qwen3.5 2B | 2.2B |
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+ | [karpo-decision-0.8B](https://huggingface.co/MachinePulseAI/karpo-decision-0.8B) | Qwen3.5 0.8B | 0.85B |
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  ## How it works
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  - **A readout, not generation.** Every option is labelled with an option code. At the `Answer: (` slot that ends a
assets/karpo-decision-family.png ADDED

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