Difference between revisions of "Syntactic Analogies (State of the art)"
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Revision as of 11:06, 28 April 2014
- Microsoft Research Syntactic Analogies Dataset
- A test set of analogy questions of the form "a is to b as c is to" testing
- base/comparative/superlative forms of adjectives
- singular/plural forms of common nouns
- possessive/non-possessive forms of common nouns
- base, past and 3rd person present tense forms of verbs
- Originally proposed in Mikolov et al. (2013)
- see also: Similarity (State of the art)
Table of results
- Listed in order of increasing accuracy
|CW-100||Mikolov et al. (2013)||5.0|
|HLBL-100||Mikolov et al. (2013)||18.7|
|RNN-1600||Mikolov et al. (2013)||39.6|
|vLBL+NCE5||Mnih and Kavukcuoglu (2013)||60.8|
- Listed alphabetically.
Tomas Mikolov, Wen-tau Yih, and Geoffrey Zweig. (2013). Linguistic regularities in continuous space word representations. In Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2013), Atlanta, Georgia.
Mnih, A. and Kavukcuoglu, K. (2013). Learning word embeddings efficiently with noise-contrastive estimation. In Advances in Neural Information Processing Systems (pp. 2265-2273).