5 months ago
Luminoso at SemEval-2018 Task 10: Distinguishing Attributes Using Text Corpora and Relational Knowledge
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.
Code Repositories
Benchmarks
| Benchmark | Methodology | Metrics |
|---|---|---|
| relation-extraction-on-semeval-2018-task-10 | SVM with ConceptNet, Wikipedia articles and WordNet synonyms | F1-Score: 0.74 |
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