WordSimilarity-353 Test Collection (State of the art)

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Table of results

Algorithm Reference Type Spearman's rho
WikiRelate Strube and Ponzetto (2006) Wikipedia 0.48
C&W Collobert and Weston (2008) Corpus-based 0.50
simVB+simWN Finkelstein et al. (2002) Hybrid 0.55
HSMN+csmRNN Luong et al. (2013) Corpus-based 0.65
multi-prototype Huang et al. (2012) Corpus-based 0.71
ESA-Wikipedia Gabrilovich and Markovitch (2007) Hybrid 0.75
TSA Radinsky et al. (2011) Hybrid 0.80
CLEAR Halawi et al. (2012) Corpus-based 0.81


Finkelstein, Lev, Evgeniy Gabrilovich, Yossi Matias, Ehud Rivlin, Zach Solan, Gadi Wolfman, and Eytan Ruppin. (2002) Placing Search in Context: The Concept Revisited. ACM Transactions on Information Systems, 20(1):116-131.

Gabrilovich, Evgeniy, and Shaul Markovitch. (2007). Computing Semantic Relatedness Using Wikipedia-based Explicit Semantic Analysis. In IJCAI, vol. 7, pp. 1606-1611.

Halawi, Guy, Gideon Dror, Evgeniy Gabrilovich, and Yehuda Koren. (2012). Large-scale learning of word relatedness with constraints. In Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, pp. 1406-1414. ACM.

Luong, Minh-Thang, Richard Socher, and Christopher D. Manning. (2013). Better word representations with recursive neural networks for morphology. CoNLL-2013: 104.

Radinsky, Kira, Eugene Agichtein, Evgeniy Gabrilovich, and Shaul Markovitch. (2011). A word at a time: computing word relatedness using temporal semantic analysis. In Proceedings of the 20th international conference on World wide web, pp. 337-346. ACM.

Strube, Michael and Simone Paolo Ponzetto. (2006). WikiRelate! Computing Semantic Relatedness Using Wikipedia. Proceedings of The 21st National Conference on Artificial Intelligence (AAAI), Boston, MA.