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@@ -47,7 +47,9 @@ The primary intended use of this model is to generate embeddings that capture th
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  ## How to Use
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  ToDo
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- If you use this model, its embeddings, or the concepts presented in the associated paper, please cite:@misc{hull2025beyond,
 
 
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  title={Beyond Evaluation: Learning Contextual Chess Position Representations},
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  author={Ben Hull},
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  year={2025},
@@ -57,5 +59,4 @@ If you use this model, its embeddings, or the concepts presented in the associat
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  % eprint={arXiv:XXXX.XXXXX},
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  % archivePrefix={arXiv},
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  % primaryClass={cs.AI}
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- }
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- *(Please update the citation with formal publication details or an
 
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  ## How to Use
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  ToDo
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+ If you use this model, its embeddings, or the concepts presented in the associated paper, please cite:
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+
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+ @misc{hull2025beyond,
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  title={Beyond Evaluation: Learning Contextual Chess Position Representations},
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  author={Ben Hull},
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  year={2025},
 
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  % eprint={arXiv:XXXX.XXXXX},
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  % archivePrefix={arXiv},
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  % primaryClass={cs.AI}
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+ }