WordSimilarity-353 Test Collection (State of the art)

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Table of results


Algorithm Reference Type Spearman's rho
simVB+simWN Finkelstein et al. (2002) Hybrid 0.55
HSMN+csmRNN Luong et al. (2013) Corpus-based 0.65
ESA-Wikipedia Gabrilovich and Markovitch (2007) Hybrid 0.75


References

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.

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


See also

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