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@@ -215,9 +215,11 @@ Complex SI where the former involves only atomic named concepts and the latter i
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  Real-world ontologies of different scales and domains are used for constructing OntoLAMA and in total there are four Atomic
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  SI datasets and two Complex SI datasets.
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- See dataset specifications on [DeepOnto](https://krr-oxford.github.io/DeepOnto/ontolama/).
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- See the published paper on [Arxiv](https://arxiv.org/abs/2302.06761) or [ACL Anthology](https://aclanthology.org/2023.findings-acl.213/).
 
 
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  ### Languages
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@@ -309,4 +311,8 @@ The relevant paper has been accepted at Findings of ACL 2023.
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  doi = "10.18653/v1/2023.findings-acl.213",
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  pages = "3439--3453"
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  }
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- ```
 
 
 
 
 
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  Real-world ontologies of different scales and domains are used for constructing OntoLAMA and in total there are four Atomic
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  SI datasets and two Complex SI datasets.
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+ ### Links
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+ - **Dataset Specification**: https://krr-oxford.github.io/DeepOnto/ontolama/
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+ - **Zenodo Release**: https://doi.org/10.5281/zenodo.6480540
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+ - **Paper**: https://arxiv.org/abs/2302.06761 (Arxiv) or https://aclanthology.org/2023.findings-acl.213/ (ACL Anthology)
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  ### Languages
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  doi = "10.18653/v1/2023.findings-acl.213",
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  pages = "3439--3453"
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  }
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+ ```
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+
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+ ## Contact
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+ Yuan He (`yuan.he(at)cs.ox.ac.uk`)