Difference between revisions of "WordSimilarity-353 Test Collection (State of the art)"
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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 | ||
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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. | + | | 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 12:48, 3 October 2013
- WordSimilarity-353 Test Collection
- contains two sets of English word pairs along with human-assigned similarity judgements
- first set (set1) contains 153 word pairs along with their similarity scores assigned by 13 subjects
- second set (set2) contains 200 word pairs with similarity assessed by 16 subjects
- WordSimilarity-353 dataset is available here
- performance is measured by Spearman's rank correlation coefficient
- introduced by Finkelstein et al. (2002)
- subsequently used by many other researchers
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.