Syntactic Analogies (State of the art) - Revision history

Fnielsen: Wikidata and Scholia

2018-07-05T13:23:47Z

Wikidata and Scholia

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	** base, past and 3rd person present tense forms of verbs		** base, past and 3rd person present tense forms of verbs
	* Originally proposed in [http://aclweb.org/anthology//N/N13/N13-1090.pdf Mikolov et al. (2013)]		* Originally proposed in [http://aclweb.org/anthology//N/N13/N13-1090.pdf Mikolov et al. (2013)]
			* [https://www.wikidata.org/wiki/Q55387870 Wikidata] and [https://tools.wmflabs.org/scholia/use/Q55387870 Scholia]
	* see also: [[Similarity (State of the art)]]		* see also: [[Similarity (State of the art)]]

Pdturney at 21:07, 25 January 2017

2017-01-25T21:07:26Z

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	[[Category:State of the art]]		[[Category:State of the art]]
	[[Category:Similarity]]		[[Category:Similarity]]
			[[Category:Analogy]]

Pdturney at 17:26, 28 June 2015

2015-06-28T17:26:02Z

← Older revision		Revision as of 17:26, 28 June 2015
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	[[Category:State of the art]]		[[Category:State of the art]]
			[[Category:Similarity]]

Pdturney: moved Syntactic Analogies to Syntactic Analogies (State of the art)

2014-04-28T17:06:19Z

moved Syntactic Analogies to Syntactic Analogies (State of the art)

← Older revision	Revision as of 17:06, 28 April 2014
(No difference)

Scottyih: Created page with "* [http://research.microsoft.com/en-us/um/people/gzweig/Pubs/myz_naacl13_test_set.tgz Microsoft Research Syntactic Analogies Dataset] * A test set of analogy questions of the ..."

2014-01-15T20:01:19Z

Created page with "* [http://research.microsoft.com/en-us/um/people/gzweig/Pubs/myz_naacl13_test_set.tgz Microsoft Research Syntactic Analogies Dataset] * A test set of analogy questions of the ..."

New page

* [http://research.microsoft.com/en-us/um/people/gzweig/Pubs/myz_naacl13_test_set.tgz 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 [http://aclweb.org/anthology//N/N13/N13-1090.pdf Mikolov et al. (2013)]
* see also: [[Similarity (State of the art)]]

== Table of results ==

* '''Listed in order of increasing accuracy'''

{| border="1" cellpadding="5" cellspacing="1"
|-
! Algorithm
! Reference
! 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
|-
|}

== References ==

* '''Listed alphabetically.'''

Tomas Mikolov, Wen-tau Yih, and Geoffrey Zweig. (2013). [http://aclweb.org/anthology//N/N13/N13-1090.pdf 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). [http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2013_5165.pdf Learning word embeddings efficiently with noise-contrastive estimation]. In Advances in Neural Information Processing Systems (pp. 2265-2273).

[[Category:State of the art]]