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@@ -35,7 +35,7 @@ HiT-MPNet-WordNetNoun-Hard is a HiT model trained on WordNet's noun hierarchy wi
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  <!-- Provide the basic links for the model. -->
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  - **Repository:** https://github.com/KRR-Oxford/HierarchyTransformers
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- - **Paper:** [Language Models as Hierarchy Encoders](tbd)
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  ## Usage
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@@ -87,7 +87,7 @@ subsumption_scores = dists + centri_score_weight * (parent_norms - child_norms)
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  ```
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  Training and evaluation scripts are available at [GitHub](https://github.com/KRR-Oxford/HierarchyTransformers).
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- Technical details are presented in the [paper](tbd).
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  <!-- Provide the basic links for the model. -->
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  - **Repository:** https://github.com/KRR-Oxford/HierarchyTransformers
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+ - **Paper:** [Language Models as Hierarchy Encoders](https://arxiv.org/abs/2401.11374)
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  ## Usage
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  ```
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  Training and evaluation scripts are available at [GitHub](https://github.com/KRR-Oxford/HierarchyTransformers).
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+ Technical details are presented in the [paper](https://arxiv.org/abs/2401.11374).
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