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Document risk checkpoint provenance and compatibility

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  1. risk_checkpoints/README.md +3 -1
risk_checkpoints/README.md CHANGED
@@ -33,7 +33,9 @@ historical numbers bit-for-bit.
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  The historical optimizer state is not resumed by the cleaned runner. Only
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  model weights are loaded. A compatible Mammo-FM base checkpoint is also
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  required to construct the image-encoder configuration before loading either
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- file.
 
 
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  The repository's model-weight license applies. The weights are for
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  non-commercial academic research and must not be used for clinical decisions.
 
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  The historical optimizer state is not resumed by the cleaned runner. Only
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  model weights are loaded. A compatible Mammo-FM base checkpoint is also
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  required to construct the image-encoder configuration before loading either
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+ file. Strict loading was verified with the public
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+ [`Mammo-FM_BatmanlabTrained_CLIP.tar`](https://huggingface.co/batmanLab/Mammo-FM/blob/main/Mammo-FM_BatmanlabTrained_CLIP.tar)
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+ checkpoint: the normalized Stage 2 state matched all 911 model keys.
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  The repository's model-weight license applies. The weights are for
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  non-commercial academic research and must not be used for clinical decisions.