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@@ -123,11 +123,11 @@ ckpt_path = hf_hub_download(
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  For Kaggle inference, reuse `kaggle/trm_arc2_inference_notebook.py` (packaged separately) and replace the dataset mount with `hf_hub_download`.
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  ## Reproducibility Checklist
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- - ARC-AGI-2 data builder command versioned in repository.
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- - Training invocation and config saved (`COMMANDS.txt`, `ENVIRONMENT.txt`, `all_config.yaml`).
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- - Upstream commit recorded (`TRM_COMMIT.txt`).
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- - W&B metrics exported for independent verification.
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- - Checkpoint archive (`step_72385.zip`) matches `model.ckpt` contents (torch + EMA).
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  ## Citation & Acknowledgements
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  If you use this model, please cite the Tiny Recursive Models paper and the ARC Prize competition:
@@ -146,9 +146,5 @@ If you use this model, please cite the Tiny Recursive Models paper and the ARC P
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  }
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  ```
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- ## Responsible AI Considerations
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- - **Bias**: The ARC-AGI corpus reflects synthetic puzzle distributions; extrapolation to human-generated tasks may degrade.
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- - **Safety**: No harmful content is generated, but downstream automation (e.g., code execution) should be sandboxed.
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- - **Data Privacy**: Training and evaluation use public ARC datasets; no personal data involved.
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  ---
 
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  For Kaggle inference, reuse `kaggle/trm_arc2_inference_notebook.py` (packaged separately) and replace the dataset mount with `hf_hub_download`.
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  ## Reproducibility Checklist
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+ - [] ARC-AGI-2 data builder command versioned in repository.
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+ - [] Training invocation and config saved (`COMMANDS.txt`, `ENVIRONMENT.txt`, `all_config.yaml`).
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+ - [] Upstream commit recorded (`TRM_COMMIT.txt`).
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+ - [] W&B metrics exported for independent verification.
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+ - [] Checkpoint archive (`step_72385.zip`) matches `model.ckpt` contents (torch + EMA).
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  ## Citation & Acknowledgements
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  If you use this model, please cite the Tiny Recursive Models paper and the ARC Prize competition:
 
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  }
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  ```
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