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GKR : Bridging the gap between symbolic/structural and distributional meaning representations

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2019

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Crouch, Richard
de Paiva, Valeria

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https://doi.org/10.18653/v1/W19-3305
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XUE, Nianwen, ed. and others. Proceedings of the First International Workshop on Designing Meaning Representations. Stroudburg, PA: ACL, 2019, pp. 44-55. ISBN 978-1-950737-45-1. Available under: doi: 10.18653/v1/W19-3305

Zusammenfassung

Three broad approaches have been attempted to combine distributional and structural/symbolic aspects to construct meaning representations: a) injecting linguistic features into distributional representations, b) injecting distributional features into symbolic representations or c) combining structural and distributional features in the final representation. This work focuses on an example of the third and less studied approach: it extends the Graphical Knowledge Representation (GKR) to include distributional features and proposes a division of semantic labour between the distributional and structural/symbolic features. We propose two extensions of GKR that clearly show this division and empirically test one of the proposals on an NLI dataset with hard compositional pairs.

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400 Sprachwissenschaft, Linguistik

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First International Workshop on Designing Meaning Representations, 1. Aug. 2019, Florence, Italy
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ISO 690KALOULI, Aikaterini-Lida, Richard CROUCH, Valeria DE PAIVA, 2019. GKR : Bridging the gap between symbolic/structural and distributional meaning representations. First International Workshop on Designing Meaning Representations. Florence, Italy, 1. Aug. 2019. In: XUE, Nianwen, ed. and others. Proceedings of the First International Workshop on Designing Meaning Representations. Stroudburg, PA: ACL, 2019, pp. 44-55. ISBN 978-1-950737-45-1. Available under: doi: 10.18653/v1/W19-3305
BibTex
@inproceedings{Kalouli2019Bridg-52201,
  year={2019},
  doi={10.18653/v1/W19-3305},
  title={GKR : Bridging the gap between symbolic/structural and distributional meaning representations},
  isbn={978-1-950737-45-1},
  publisher={ACL},
  address={Stroudburg, PA},
  booktitle={Proceedings of the First International Workshop on Designing Meaning Representations},
  pages={44--55},
  editor={Xue, Nianwen},
  author={Kalouli, Aikaterini-Lida and Crouch, Richard and de Paiva, Valeria}
}
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