Luminoso at SemEval-2018 Task 10: Distinguishing Attributes Using Text Corpora and Relational Knowledge

Robyn Speer, Joanna Lowry-Duda


Abstract
Luminoso participated in the SemEval 2018 task on “Capturing Discriminative Attributes” with a system based on ConceptNet, an open knowledge graph focused on general knowledge. In this paper, we describe how we trained a linear classifier on a small number of semantically-informed features to achieve an F1 score of 0.7368 on the task, close to the task’s high score of 0.75.
Anthology ID:
S18-1162
Original:
S18-1162v1
Version 2:
S18-1162v2
Volume:
Proceedings of The 12th International Workshop on Semantic Evaluation
Month:
June
Year:
2018
Address:
New Orleans, Louisiana
Venue:
*SEMEVAL
SIGs:
SIGLEX | SIGSEM
Publisher:
Association for Computational Linguistics
Note:
Pages:
985–989
Language:
URL:
https://www.aclweb.org/anthology/S18-1162
DOI:
10.18653/v1/S18-1162
Bib Export formats:
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PDF:
http://aclanthology.lst.uni-saarland.de/S18-1162.pdf