2020

Improving Aspect-Level Sentiment Analysis with Aspect Extraction

Majumder, Navonil, Bhardwaj, Rishabh, Poria, Soujanya et al.

Understand

Aspect-based sentiment analysis (ABSA), a popular research area in NLP has two distinct parts -- aspect extraction (AE) and labeling the aspects with sentiment polarity (ALSA).

Although distinct, these two tasks are highly correlated.
The work primarily hypothesize that transferring knowledge from a pre-trained AE model can benefit the performance of ALSA models.
Based on this hypothesis, word embeddings are obtained during AE and subsequently, feed that to the ALSA model.

Built on

R. Caruana, Machine learning 28
1997
Earlier work this paper cites.
S. Hochreiter, J. Schmidhuber, Neural computation 9
1997
Earlier work this paper cites.
M. Hu, B. Liu, in Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining (ACM, 2004), pp. 168–177
2004
Earlier work this paper cites.
R.K. Ando, T. Zhang, Journal of Machine Learning Research 6
2005
Earlier work this paper cites.
N. Kaji, M. Kitsuregawa, in Proceedings of the 2007 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL) (2007), pp. 1075–1083
2007
Earlier work this paper cites.
A.M. Popescu, O. Etzioni, in Natural language processing and text mining (Springer, 2007), pp. 9–28
2007
Earlier work this paper cites.
S. Blair-Goldensohn, K. Hannan, R. McDonald, T. Neylon, G. Reis, J. Reynar, (2008)
2008
Earlier work this paper cites.
D. Rao, D. Ravichandran, in Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics (Association for Computational Linguistics, 2009), pp. 675–682
2009
Earlier work this paper cites.
D. Lin, X. Wu, in 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: Volume 2-Volume 2 (Association for Computational Linguistics, 2009), pp. 1030–1038
2009
Earlier work this paper cites.
DOI 10.1162/coli_a_00034
G. Qiu, B. Liu, J. Bu, C. Chen, Comput. Linguist. 37 · 2011
Earlier work this paper cites.
R. Socher, J. Pennington, E.H. Huang, A.Y. Ng, C.D. Manning, in Proceedings of the conference on empirical methods in natural language processing (Association for Computational Linguistics, 2011), pp. 151–161
2011
Earlier work this paper cites.
V. Perez-Rosas, C. Banea, R. Mihalcea, in LREC , vol. 12 (2012), vol. 12, p. 73
2012
Earlier work this paper cites.
B. Liu, Synthesis lectures on human language technologies 5
2012
Earlier work this paper cites.
S.M. Mohammad, S. Kiritchenko, X. Zhu, arXiv preprint arXiv:1308.6242 (2013)
Original
2013
Earlier work this paper cites.
V.K. Singh, R. Piryani, A. Uddin, P. Waila, in 2013 International Mutli-Conference on Automation, Computing, Communication, Control and Compressed Sensing (iMac4s) (IEEE, 2013), pp. 712–717
2013
Earlier work this paper cites.
T. Mikolov, I. Sutskever, K. Chen, G.S. Corrado, J. Dean, in Advances in neural information processing systems (2013), pp. 3111–3119
2013
Earlier work this paper cites.
DOI 10.3115/v1/W14-5905
S. Poria, E. Cambria, L.W. Ku, C. Gui, A. Gelbukh, SocialNLP 2014 · 2014
Earlier work this paper cites.
J. Steinberger, T. Brychcín, M. Konkol, in Proceedings of the 5th workshop on computational approaches to subjectivity, sentiment and social media analysis (2014), pp. 24–30
2014
Earlier work this paper cites.
L. Dong, F. Wei, C. Tan, D. Tang, M. Zhou, K. Xu, in Proceedings of the 52nd annual meeting of the association for computational linguistics (volume 2: Short papers) (2014), pp. 49–54
2014
Earlier work this paper cites.
Q. Le, T. Mikolov, in International conference on machine learning (2014), pp. 1188–1196
2014
Earlier work this paper cites.
J. Pennington, R. Socher, C. Manning, in Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP) (2014), pp. 1532–1543
2014
Earlier work this paper cites.

Similar

URL http://arxiv.org/abs/1412.3555
Original
J. Chung, Ç. Gülçehre, K. Cho, Y. Bengio, CoRR abs/1412.3555 · 2014
Cited alongside, same era.
URL http://arxiv.org/abs/1508.01991
Original
Z. Huang, W. Xu, K. Yu, CoRR abs/1508.01991 · 2015
Cited alongside, same era.
D. Tang, B. Qin, X. Feng, T. Liu, arXiv preprint arXiv:1512.01100 (2015)
Original
2015
Cited alongside, same era.
D.P. Kingma, J. Ba, in Proceedings of ICLR 2015 (2015)
2015
Cited alongside, same era.
S. Ruder, P. Ghaffari, J.G. Breslin, arXiv preprint arXiv:1609.02745 (2016)
Original
2016
Cited alongside, same era.
W. Wang, S.J. Pan, D. Dahlmeier, X. Xiao, arXiv preprint arXiv:1603.06679 (2016)
Original
2016
Cited alongside, same era.
Y. Wang, M. Huang, X. Zhu, L. Zhao, in Proceedings of the 2016 conference on empirical methods in natural language processing (2016), pp. 606–615
2016
Cited alongside, same era.
DOI 10.18653/v1/D16-1059
W. Wang, S.J. Pan, D. Dahlmeier, X. Xiao, in Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (Association for Computational Linguistics, Austin, Texas, 2016), pp. 616–626 · 2016
Cited alongside, same era.
URL https://www.aclweb.org/anthology/C16-1311
D. Tang, B. Qin, X. Feng, T. Liu, in Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers (The COLING 2016 Organizing Committee, Osaka, Japan, 2016), pp. 3298–3307 · 2016
Cited alongside, same era.
DOI 10.18653/v1/D16-1058
Y. Wang, M. Huang, X. Zhu, L. Zhao, in Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (Association for Computational Linguistics, Austin, Texas, 2016), pp. 606–615 · 2016
Cited alongside, same era.
T.A. Rana, Y.N. Cheah, Artificial Intelligence Review 46
2016
Cited alongside, same era.
M. Pontiki, D. Galanis, H. Papageorgiou, I. Androutsopoulos, S. Manandhar, A.S. Mohammad, M. Al-Ayyoub, Y. Zhao, B. Qin, O. De Clercq, et al., in Proceedings of the 10th international workshop on semantic evaluation (SemEval-2016) (2016), pp. 19–30
2016
Cited alongside, same era.

Then

A. Conneau, D. Kiela, H. Schwenk, L. Barrault, A. Bordes, arXiv preprint arXiv:1705.02364 (2017)
Original
2017
Later among the works it cites.
B. McCann, J. Bradbury, C. Xiong, R. Socher, in Advances in Neural Information Processing Systems (2017), pp. 6294–6305
2017
Later among the works it cites.
M.E. Peters, W. Ammar, C. Bhagavatula, R. Power, arXiv preprint arXiv:1705.00108 (2017)
Original
2017
Later among the works it cites.
Y. Zhang, Q. Yang, arXiv preprint arXiv:1707.08114 (2017)
Original
2017
Later among the works it cites.
R. Speer, J. Chin, C. Havasi, in Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence (AAAI Press, 2017), AAAI’17, p. 4444–4451
2017
Later among the works it cites.
S. Angelidis, M. Lapata, arXiv preprint arXiv:1808.08858 (2018)
Original
2018
Later among the works it cites.
L. Zhang, S. Wang, B. Liu, Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 8
2018
Later among the works it cites.
M.E. Peters, M. Neumann, M. Iyyer, M. Gardner, C. Clark, K. Lee, L. Zettlemoyer, arXiv preprint arXiv:1802.05365 (2018)
Original
2018
Later among the works it cites.
A. Akbik, D. Blythe, R. Vollgraf, in Proceedings of the 27th International Conference on Computational Linguistics (2018), pp. 1638–1649
2018
Later among the works it cites.
DOI 10.18653/v1/P18-1096
S. Ruder, B. Plank, in Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, ACL 2018, Melbourne, Australia, July 15-20, 2018, Volume 1: Long Papers , ed. by I. Gurevych, Y. Miyao (Association for Computational Linguistics, 2018), pp. 1044–1054 · 2018
Later among the works it cites.
H. Luo, T. Li, B. Liu, J. Zhang, arXiv preprint arXiv:1906.01794 (2019)
Original
2019
Later among the works it cites.
Z. Halim, O. Ali, G. Khan, IEEE Transactions on Knowledge and Data Engineering (2019)
2019
Later among the works it cites.
S. Ruder, M.E. Peters, S. Swayamdipta, T. Wolf, in Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Tutorials (2019), pp. 15–18
2019
Later among the works it cites.
A. Baevski, S. Edunov, Y. Liu, L. Zettlemoyer, M. Auli, arXiv preprint arXiv:1903.07785 (2019)
Original
2019
Later among the works it cites.
X. Liu, P. He, W. Chen, J. Gao, arXiv preprint arXiv:1901.11504 (2019)
Original
2019
Later among the works it cites.
DOI 10.18653/v1/D19-1222
H. Elsahar, M. Gallé, in Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) (Association for Computational Linguistics, Hong Kong, China, 2019), pp. 2163–2173 · 2019
Later among the works it cites.
DOI 10.18653/v1/N19-1423
J. Devlin, M.W. Chang, K. Lee, K. Toutanova, in Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) (Association for Computational Linguistics, Minneapolis, Minnesota, 2019), pp. 4171–4186 · 2019
Later among the works it cites.
F. Chen, Z. Yuan, Y. Huang, Knowledge-Based Systems 187
2020
Closest in time.
N. Nandal, R. Tanwar, J. Pruthi, Spatial Information Research pp. 1–7 (2020)
2020
Closest in time.
M. Shams, N. Khoshavi, A. Baraani-Dastjerdi, IEEE Access 8
2020
Closest in time.
DOI 10.18653/v1/P17-2023
L. Shu, H. Xu, B. Liu, in Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) (Association for Computational Linguistics, Vancouver, Canada, 2017), pp. 148–154 · 2023
Closest in time.

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