2017 ConceptNetatSemEval2017Task2Ext

• (Speer & Lowry-Duda, 2017) ⇒ Robyn Speer, and Joanna Lowry-Duda. (2017). “ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational Knowledge.” In: Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval@ACL 2017).

Subject Headings: Luminoso; Semantic Word Similarity System; SemEval-2017 Task 2.

Notes

• Online Resource(s):
  • ConceptNet Website: http://conceptnet.io

Cited By

• Google Scholar: ~ 87 Citations.

Quotes

Abstract

This paper describes Luminoso'™s participation in SemEval 2017 Task 2, “œMultilingual and Cross-lingual Semantic Word Similarity", with a system based on ConceptNet. ConceptNet is an open, multilingual knowledge graph that focuses on general knowledge that relates the meanings of words and phrases. Our submission to SemEval was an update of previous work that builds high-quality, multilingual word embeddings from a combination of ConceptNet and distributional semantics. Our system took first place in both subtasks. It ranked first in 4 out of 5 of the separate languages, and also ranked first in all 10 of the cross-lingual language pairs.

1. Intrduction

....

 The system we submitted to SemEval-2017 Task 2, “Multilingual and Cross-lingual Semantic Word Similarity”, is an update of that system, coinciding with the release of version 5.5.3 of ConceptNet. We added multiple fallback methods for assigning vectors to out-of-vocabulary words. We also experimented with, but did not submit, systems that used additional sources of word embeddings in the five languages of this SemEval task.

...

BibTeX

@inproceedings{2017_ConceptNetatSemEval2017Task2Ext,
  author    = {Robyn Speer and
               Joanna Lowry-Duda},
  editor    = {Steven Bethard and
               Marine Carpuat and
               Marianna Apidianaki and
               Saif M. Mohammad and
               Daniel M. Cer and
               David Jurgens},
  title     = {ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with
               Multilingual Relational Knowledge},
  booktitle = {Proceedings of the 11th International Workshop on Semantic Evaluation
               (SemEval@ACL 2017)},
  pages     = {85--89},
  publisher = {Association for Computational Linguistics},
  year      = {2017},
  url       = {https://doi.org/10.18653/v1/S17-2008},
  doi       = {10.18653/v1/S17-2008},
}

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2017 ConceptNetatSemEval2017Task2Ext	Robyn Speer Joanna Lowry-Duda			ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational Knowledge						2017