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@@ -24,14 +24,15 @@ Built on Qwen/Qwen3.5-2B, this checkpoint returns decision distributions from te
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  ## On-device exports (Apple Silicon)
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- Merged + quantized builds for macOS/iOS (text decisions only — vision tower
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- is not ported to MLX):
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  | Repo | Size | JevBench | Target |
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  | --- | --- | --- | --- |
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  | [Linnaeus-0.1.0-2B-merged](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-merged) | 4.3 GB | 71.0% (MPS) | Mac dev / conversion source |
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  | [Linnaeus-0.1.0-2B-MLX-8bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-8bit) | 1.9 GB | 70.56% | Mac + iPhone |
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  | [Linnaeus-0.1.0-2B-MLX-4bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-4bit) | 1.0 GB | 67.53% | iPhone size-optimized |
 
 
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  The merged checkpoint embeds the decision head as an extra lm_head row
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  (score_row_id), so any stock LM runtime produces decision scores at
 
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  ## On-device exports (Apple Silicon)
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+ Merged + quantized builds for macOS/iOS (text MLX builds are text-only; the VLM builds keep the vision tower):
 
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  | Repo | Size | JevBench | Target |
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  | --- | --- | --- | --- |
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  | [Linnaeus-0.1.0-2B-merged](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-merged) | 4.3 GB | 71.0% (MPS) | Mac dev / conversion source |
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  | [Linnaeus-0.1.0-2B-MLX-8bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-8bit) | 1.9 GB | 70.56% | Mac + iPhone |
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  | [Linnaeus-0.1.0-2B-MLX-4bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-4bit) | 1.0 GB | 67.53% | iPhone size-optimized |
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+ | [Linnaeus-0.1.0-2B-MLX-VLM-8bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-VLM-8bit) | 2.5 GB | text 70.56% + **images** | Mac + iPhone multimodal |
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+ | [Linnaeus-0.1.0-2B-MLX-VLM-4bit](https://huggingface.co/pi-dal/Linnaeus-0.1.0-2B-MLX-VLM-4bit) | 1.6 GB | text ~67% + **images** | iPhone multimodal, size pick |
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  The merged checkpoint embeds the decision head as an extra lm_head row
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  (score_row_id), so any stock LM runtime produces decision scores at