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@@ -156,14 +156,19 @@ dataset = load_dataset("Hierarchy-Transformers/WordNetNoun", "MixedHop-RandomNeg
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  ## Citation
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- The relevant paper has been accepted at NeurIPS 2024 (to appear).
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  ```
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- @article{he2024language,
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- title={Language models as hierarchy encoders},
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- author={He, Yuan and Yuan, Zhangdie and Chen, Jiaoyan and Horrocks, Ian},
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- journal={arXiv preprint arXiv:2401.11374},
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- year={2024}
 
 
 
 
 
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  }
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  ```
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  ## Citation
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+ *Yuan He, Zhangdie Yuan, Jiaoyan Chen, Ian Horrocks.* **Language Models as Hierarchy Encoders.** Advances in Neural Information Processing Systems 37 (NeurIPS 2024).
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  ```
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+ @inproceedings{NEURIPS2024_1a970a3e,
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+ author = {He, Yuan and Yuan, Moy and Chen, Jiaoyan and Horrocks, Ian},
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+ booktitle = {Advances in Neural Information Processing Systems},
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+ editor = {A. Globerson and L. Mackey and D. Belgrave and A. Fan and U. Paquet and J. Tomczak and C. Zhang},
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+ pages = {14690--14711},
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+ publisher = {Curran Associates, Inc.},
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+ title = {Language Models as Hierarchy Encoders},
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+ url = {https://proceedings.neurips.cc/paper_files/paper/2024/file/1a970a3e62ac31c76ec3cea3a9f68fdf-Paper-Conference.pdf},
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+ volume = {37},
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+ year = {2024}
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  }
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  ```
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