Paraphrase Identification (State of the art) - Revision history

Filice at 08:34, 29 November 2016

2016-11-29T08:34:58Z

← Older revision		Revision as of 08:34, 29 November 2016
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	\| 78.6%		\| 78.6%
	\| 84.7%		\| 84.7%
			\|-
			\| REL-TK
			\| Filice et al. (2015)
			\| Combination of Convolution Kernels and similarity scores
			\| supervised
			\| 79.1%
			\| 85.2%
	\|-		\|-
	\| SAMS-RecNN		\| SAMS-RecNN
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	Fernando, S., and Stevenson, M. (2008). [http://staffwww.dcs.shef.ac.uk/people/S.Fernando/pubs/clukPaper.pdf A semantic similarity approach to paraphrase detection], ''Computational Linguistics UK (CLUK 2008) 11th Annual Research Colloquium''.		Fernando, S., and Stevenson, M. (2008). [http://staffwww.dcs.shef.ac.uk/people/S.Fernando/pubs/clukPaper.pdf A semantic similarity approach to paraphrase detection], ''Computational Linguistics UK (CLUK 2008) 11th Annual Research Colloquium''.

			Filice, S., Da San Martino, G., and Moschitti, A. (2015). [http://www.aclweb.org/anthology/P15-1097 Structural Representations for Learning Relations between Pairs of Texts], "Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (ACL 2015)", Beijing, China, pp. 1003-1013.

	Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.		Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.

Zhiguo Wang at 13:02, 26 November 2016

2016-11-26T13:02:14Z

← Older revision		Revision as of 13:02, 26 November 2016
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	\| 77.4%		\| 77.4%
	\| 84.1%		\| 84.1%
	-		\|-
	\| L.D.C Model		\| L.D.C Model
	\| Wang et al. (2016)		\| Wang et al. (2016)

Zhiguo Wang at 13:00, 26 November 2016

2016-11-26T13:00:39Z

← Older revision		Revision as of 13:00, 26 November 2016
Line 153:		Line 153:
	\| 77.4%		\| 77.4%
	\| 84.1%		\| 84.1%
			-
			\| L.D.C Model
			\| Wang et al. (2016)
			\| Sentence Similarity Learning by Lexical Decomposition and Composition
			\| supervised
			\| 78.4%
			\| 84.7%
	\|-		\|-
	\| Multi-Perspective CNN		\| Multi-Perspective CNN
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	Zia Ul-Qayyum and Wasif Altaf, (2012). [http://maxwellsci.com/print/rjaset/v4-4894-4904.pdf Paraphrase Identification using Semantic Heuristic Features], ''Research Journal of Applied Sciences, Engineering and Technology'', 4(22): 4894-4904.		Zia Ul-Qayyum and Wasif Altaf, (2012). [http://maxwellsci.com/print/rjaset/v4-4894-4904.pdf Paraphrase Identification using Semantic Heuristic Features], ''Research Journal of Applied Sciences, Engineering and Technology'', 4(22): 4894-4904.

			Zhiguo Wang, Haitao Mi and Abraham Ittycheriah. 2016. [http://arxiv.org/pdf/1602.07019v1.pdf Sentence Similarity Learning by Lexical Decomposition and Composition]. In Coling 2016.


	<!-- Please keep this list in alphabetical order -->		<!-- Please keep this list in alphabetical order -->

Yoyoshi at 20:59, 22 January 2016

2016-01-22T20:59:09Z

← Older revision		Revision as of 20:59, 22 January 2016
Line 153:		Line 153:
	\| 77.4%		\| 77.4%
	\| 84.1%		\| 84.1%
			\|-
			\| Multi-Perspective CNN
			\| He et al. (2015)
			\| Multi-perspective Convolutional NNs and structured similarity layer
			\| supervised
			\| 78.6%
			\| 84.7%
	\|-		\|-
	\| SAMS-RecNN		\| SAMS-RecNN
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	Hassan, Samer. [http://samerhassan.com/images/0/01/Dissertation.pdf Measuring Semantic Relatedness Using Salient Encyclopedic Concepts]. Doctor of Philosophy, August 2011		Hassan, Samer. [http://samerhassan.com/images/0/01/Dissertation.pdf Measuring Semantic Relatedness Using Salient Encyclopedic Concepts]. Doctor of Philosophy, August 2011

			He, Hua, Gimpel K. and Lin J. (2015). [http://aclweb.org/anthology/D/D15/D15-1181.pdf Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks], ''Proceedings of EMNLP 2015'', Lisbon, Portugal, pp. 1576-1586.

	Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.		Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.

Dimkart: New results have been added.

2015-10-09T16:52:17Z

New results have been added.

← Older revision		Revision as of 16:52, 9 October 2015
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	\| 74.7%		\| 74.7%
	\| 81.8%		\| 81.8%
			\|-
			\| Vector-based similarity
			\| Milajevs et al. (2014)
			\| Additive composition of vectors and cosine distance
			\| unsupervised
			\| 73.0%
			\| 82.0%
	\|-		\|-
	\| SDS		\| SDS
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	Mihalcea, R., Corley, C., and Strapparava, C. (2006). [http://www.cse.unt.edu/~rada/papers/mihalcea.aaai06.pdf Corpus-based and knowledge-based measures of text semantic similarity], ''Proceedings of the National Conference on Artificial Intelligence (AAAI 2006)'', Boston, Massachusetts, pp. 775-780.		Mihalcea, R., Corley, C., and Strapparava, C. (2006). [http://www.cse.unt.edu/~rada/papers/mihalcea.aaai06.pdf Corpus-based and knowledge-based measures of text semantic similarity], ''Proceedings of the National Conference on Artificial Intelligence (AAAI 2006)'', Boston, Massachusetts, pp. 775-780.

			Milajevs, D., Kartsaklis, D., Sadrzadeh, M. and Purver, M. (2014). [https://aclweb.org/anthology/D/D14/D14-1079.pdf Evaluating Neural Word Representations in Tensor-Based Compositional Settings], ''Proceedings of EMNLP 2014'', Doha, Qatar, pp. 708–719.

	Qiu, L. and Kan, M.Y. and Chua, T.S. (2006). [http://acl.ldc.upenn.edu/W/W06/W06-1603.pdf Paraphrase recognition via dissimilarity significance classification], ''Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing (EMNLP 2006)'', pp. 18-26.		Qiu, L. and Kan, M.Y. and Chua, T.S. (2006). [http://acl.ldc.upenn.edu/W/W06/W06-1603.pdf Paraphrase recognition via dissimilarity significance classification], ''Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing (EMNLP 2006)'', pp. 18-26.

Dimkart: New results added.

2015-10-09T15:23:12Z

New results added.

← Older revision		Revision as of 15:23, 9 October 2015
Line 146:		Line 146:
	\| 77.4%		\| 77.4%
	\| 84.1%		\| 84.1%
			\|-
			\| SAMS-RecNN
			\| Cheng and Kartsaklis (2015)
			\| Recursive NNs using syntax-aware multi-sense word embeddings
			\| supervised
			\| 78.6%
			\| 85.3%
	\|-		\|-
	\| TF-KLD		\| TF-KLD
Line 161:		Line 168:

	Blacoe, W. and Lapata, M. (2012). [http://newdesign.aclweb.org/anthology/D/D12/D12-1050.pdf A comparison of vector-based representations for semantic composition], ''Proceedings of EMNLP'', Jeju Island, Korea, pp. 546-556.		Blacoe, W. and Lapata, M. (2012). [http://newdesign.aclweb.org/anthology/D/D12/D12-1050.pdf A comparison of vector-based representations for semantic composition], ''Proceedings of EMNLP'', Jeju Island, Korea, pp. 546-556.

			Cheng, J. and Kartsaklis, D. (2015). [http://www.aclweb.org/anthology/D/D15/D15-1177.pdf Syntax-Aware Multi-Sense Word Embeddings for Deep Compositional Models of Meaning], ''Proceedings of EMNLP 2015'', Lisbon, Portugal, pp. 1531-1542.

	Das, D., and Smith, N. (2009). [http://www.aclweb.org/anthology-new/P/P09/P09-1053.pdf Paraphrase identification as probabilistic quasi-synchronous recognition]. ''Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP'', pp. 468-476, Suntec, Singapore.		Das, D., and Smith, N. (2009). [http://www.aclweb.org/anthology-new/P/P09/P09-1053.pdf Paraphrase identification as probabilistic quasi-synchronous recognition]. ''Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP'', pp. 468-476, Suntec, Singapore.

Jacobeisenstein at 20:39, 1 July 2015

2015-07-01T20:39:34Z

← Older revision		Revision as of 20:39, 1 July 2015
Line 147:		Line 147:
	\| 84.1%		\| 84.1%
	\|-		\|-
			\| TF-KLD
			\| Ji and Eisenstein (2013)
			\| Matrix factorization with supervised reweighting
			\| supervised
			\| 80.4%
			\| 85.9%
	\|}		\|}

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	Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.		Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.

			Ji, Y. and Eisenstein, J. (2013) [http://www.aclweb.org/anthology/D/D13/D13-1090.pdf Discriminative Improvements to Distributional Sentence Similarity],
			''Proceedings of Empirical Methods in Natural Language Processing (EMNLP 2013)'', Seattle, Washington, USA, pp. 891--896

	Kozareva, Z., and Montoyo, A. (2006). [http://www.dlsi.ua.es/~zkozareva/papers/fintalKozareva.pdf Paraphrase identification on the basis of supervised machine learning techniques], ''Advances in Natural Language Processing: 5th International Conference on NLP (FinTAL 2006)'', Turku, Finland, 524-533.		Kozareva, Z., and Montoyo, A. (2006). [http://www.dlsi.ua.es/~zkozareva/papers/fintalKozareva.pdf Paraphrase identification on the basis of supervised machine learning techniques], ''Advances in Natural Language Processing: 5th International Conference on NLP (FinTAL 2006)'', Turku, Finland, 524-533.

Pdturney at 17:27, 28 June 2015

2015-06-28T17:27:03Z

← Older revision		Revision as of 17:27, 28 June 2015
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	[[Category:State of the art]]		[[Category:State of the art]]
			[[Category:Similarity]]

Jmcejuela: Fixed link

2014-10-16T09:40:36Z

Fixed link

← Older revision		Revision as of 09:40, 16 October 2014
Line 160:		Line 160:
	Dolan, B., Quirk, C., and Brockett, C. (2004). [http://acl.ldc.upenn.edu/C/C04/C04-1051.pdf Unsupervised construction of large paraphrase corpora: Exploiting massively parallel news sources], ''Proceedings of the 20th international conference on Computational Linguistics (COLING 2004)'', Geneva, Switzerland, pp. 350-356.		Dolan, B., Quirk, C., and Brockett, C. (2004). [http://acl.ldc.upenn.edu/C/C04/C04-1051.pdf Unsupervised construction of large paraphrase corpora: Exploiting massively parallel news sources], ''Proceedings of the 20th international conference on Computational Linguistics (COLING 2004)'', Geneva, Switzerland, pp. 350-356.

	Fernando, S., and Stevenson, M. (2008). [http://~~www~~.dcs.shef.ac.uk/~~~samf~~/clukPaper.pdf A semantic similarity approach to paraphrase detection], ''Computational Linguistics UK (CLUK 2008) 11th Annual Research Colloquium''.		Fernando, S., and Stevenson, M. (2008). [http://staffwww.dcs.shef.ac.uk/people/S.Fernando/pubs/clukPaper.pdf A semantic similarity approach to paraphrase detection], ''Computational Linguistics UK (CLUK 2008) 11th Annual Research Colloquium''.

	Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.		Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.

Shassan: /* References */

2013-12-24T23:15:44Z

References

← Older revision		Revision as of 23:15, 24 December 2013
Line 163:		Line 163:

	Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.		Finch, A., and H, Y.S., and Sumita, E. (2005). [http://aclweb.org/anthology/I/I05/I05-5003.pdf Using machine translation evaluation techniques to determine sentence-level semantic equivalence], "Proceedings of the Third International Workshop on Paraphrasing (IWP 2005)", Jeju Island, South Korea, pp. 17-24.

			Hassan, Samer. [http://samerhassan.com/images/0/01/Dissertation.pdf Measuring Semantic Relatedness Using Salient Encyclopedic Concepts]. Doctor of Philosophy, August 2011

	Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.		Islam, A., and Inkpen, D. (2007). [http://www.site.uottawa.ca/~diana/publications/ranlp_2007_textsim_camera_ready.pdf Semantic similarity of short texts], ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2007)'', Borovets, Bulgaria, pp. 291-297.