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updated readme

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@@ -137,6 +137,12 @@ This repository includes the pretrained checkpoint and minimal helpers for infer
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  ## Citation
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  If you use this model, please cite:
 
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+ ## Example Result
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+ Kiln predicted with p=0.999 and centroid estimated from attention rollout:
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+ ![Kiln prediction](./preview_centroid.jpg)
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  ## Citation
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  If you use this model, please cite: