Difference between revisions of "WordSimilarity-353 Test Collection (State of the art)"

From ACL Wiki
Jump to: navigation, search
(Table of results)
(Table of results)
Line 26: Line 26:
 
| Wikipedia
 
| Wikipedia
 
| 0.48
 
| 0.48
 +
|-
 +
| C&W
 +
| Collobert and Weston (2008)
 +
| Corpus-based
 +
| 0.498
 
|-
 
|-
 
| simVB+simWN
 
| simVB+simWN
Line 45: Line 50:
 
| Halawi et al. (2012)
 
| Halawi et al. (2012)
 
| Corpus-based
 
| Corpus-based
|0.81
+
| 0.810
 
|}
 
|}
  

Revision as of 13:51, 11 November 2013


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 0.498
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
CLEAR Halawi et al. (2012) Corpus-based 0.810

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.

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.