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

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(Table of results)
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* introduced by [http://www.cs.technion.ac.il/~gabr/papers/tois_context.pdf Finkelstein et al. (2002)]
 
* introduced by [http://www.cs.technion.ac.il/~gabr/papers/tois_context.pdf Finkelstein et al. (2002)]
 
* subsequently used by many other researchers
 
* subsequently used by many other researchers
 
 
 
 
0.75 Spearman rank correlation
 
http://www.cs.technion.ac.il/~gabr/papers/ijcai-2007-sim.pdf
 
 
0.65 Spearman rank correlation
 
http://nlp.stanford.edu/~lmthang/data/papers/conll13_morpho.pdf
 
  
  
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! Algorithm
 
! Algorithm
 
! Reference
 
! Reference
 +
! Type
 
! Spearman's rho
 
! Spearman's rho
 
|-
 
|-
 
| HSMN+csmRNN
 
| HSMN+csmRNN
 
| Luong et al. (2013)
 
| Luong et al. (2013)
| 0.646
+
| Corpus-based
 +
| 0.65
 +
|-
 +
| ESA-Wikipedia
 +
| Gabrilovich and Markovitch
 +
| Hybrid
 +
| 0.75
 
|}
 
|}
 +
  
 
== References ==
 
== References ==
  
Luong, Minh-Thang, Richard Socher, and Christopher D. Manning. (2013) [http://nlp.stanford.edu/~lmthang/data/papers/conll13_morpho.pdf Better word representations with recursive neural networks for morphology]. CoNLL-2013: 104.
+
Gabrilovich, Evgeniy, and Shaul Markovitch. (2007). [http://www.cs.technion.ac.il/~gabr/papers/ijcai-2007-sim.pdf 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). [http://nlp.stanford.edu/~lmthang/data/papers/conll13_morpho.pdf Better word representations with recursive neural networks for morphology]. CoNLL-2013: 104.
  
  

Revision as of 11:48, 3 October 2013


Table of results

  • Listed in order of increasing Spearman's rho.


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


References

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