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ResearchFormerly WizWand

Discriminative Attribute Identification on Semeval Task 10 2018

76F1 ScoreLai et al., 2018
59.3663.686872.32Sep 5, 2019
Updated 8mo ago

Evaluation results

MethodLinks
Lai et al., 2018Approach=SVM with GloVe, Explainability=None2019.0976
Speer and Lowry-Duda, 2018Approach=SVM with ConceptNet, Wikipedia articles and WordNet synonyms, Explainability=None2019.0974
Shiue et al., 2018Approach=MLP combining information from various DSMs, PMI, and ConceptNet, Explainability=None2019.0973
Santus et al., 2018Approach=Gradient boosting with co-occurrence count features and JoBimText features, Explainability=None2019.0973
Brychcín et al., 2018Approach=LexVec, word co-occurrence, and ConceptNet data combined using maximum entropy classifier, Explainability=None2019.0972
EDAMApproach=Composes explicit vector spaces from WordNet Definitions, ConceptNet and Visual Genome, Explainability=Fully Explainable2019.0969
Sommerauer et al., 2018Approach=Word2Vec cosine similarities of WordNet glosses, Explainability=Transp. (No expl.)2019.0969
González et al., 2018Approach=Use of Wikipedia and ConceptNet, Explainability=Transp. (No expl.)2019.0969
Attia et al., 2018Approach=Google 5 grams and Word2Vec embeddings as features for feedforward neural network, Explainability=None2019.0967
Zhou et al., 2018Approach=Ensemble ML model with WordNet, PMI scores, Word2Vec, and GloVe embeddings, Explainability=None2019.0967
Kulmizev et al., 2018Approach=A combination of GloVe and Paragram embeddings, Explainability=None2019.0967
Zhang and Carpuat, 2018Approach=SVM with GloVe embeddings, Explainability=None2019.0967
Vinayan et al., 2018Approach=CNN with GloVe embeddings, Explainability=None2019.0966
Grishin, 2018Approach=Similarity calculations using a combination of DSMS, Explainability=None2019.0965
Wu et al., 2018Approach=Word2Vec, GloVe, and FastText embeddings as features for MLP-CNN, Explainability=None2019.0963
Gamallo, 2018Approach=Dependency parsing and co-occurrence analysis, Explainability=Transp. (No expl.)2019.0963
Dumitru et al., 2018Approach=SVM with word co-occurrence, Explainability=None2019.0963
Mao et al., 2018Approach=CBOW and skip-gram with WordNet definitions, Explainability=Transp. (No expl.)2019.0962
King et al., 2018Approach=Word2Vec, WordNet, and co-occurrence scores, Explainability=Transp. (No expl.)2019.0961
Arroyo-Fernández et al., 2018Approach=Convex Cone Method applied to GloVe embeddings, Explainability=None2019.0960