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Aspect-based sentiment analysis (ABSA) has been extensively studied in recent years, which typically involves four fundamental sentiment elements, including the aspect category, aspect term, opinion term, and sentiment polarity.
Sentiment Analysis and Opinion Mining
Bing Liu. 2012 · 2012
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What is a paraphrase?
Rahul Bhagat and Eduard H. Hovy. 2013 · 2013
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Semeval-2014 task 4: Aspect based sentiment analysis
Maria Pontiki, Dimitris Galanis, John Pavlopoulos, Harris Papageorgiou, Ion Androutsopoulos, and Suresh Manandhar. 2014 · 2014
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Fine-grained opinion mining with recurrent neural networks and word embeddings
Pengfei Liu, Shafiq R. Joty, and Helen M. Meng. 2015 · 2015
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Semeval-2015 task 12: Aspect based sentiment analysis
Maria Pontiki, Dimitris Galanis, Haris Papageorgiou, Suresh Manandhar, and Ion Androutsopoulos. 2015 · 2015
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Representation learning for aspect category detection in online reviews
Xinjie Zhou, Xiaojun Wan, and Jianguo Xiao. 2015 · 2015
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Semeval-2016 task 5: Aspect based sentiment analysis
Maria Pontiki, Dimitris Galanis, Haris Papageorgiou, Ion Androutsopoulos, Suresh Manandhar, Mohammad Al-Smadi, Mahmoud Al-Ayyoub, Yanyan Zhao, Bing Qin, Orphée De Clercq, Véronique Hoste, Marianna Apidianaki, Xavier Tannier, Natalia V. Loukachevitch, Evgeniy V. Kotelnikov, Núria Bel, Salud María Jiménez Zafra, and Gülsen Eryigit. 2016 · 2016
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A hierarchical model of reviews for aspect-based sentiment analysis
Sebastian Ruder, Parsa Ghaffari, and John G. Breslin. 2016 · 2016
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Attention-based LSTM for aspect-level sentiment classification
Yequan Wang, Minlie Huang, Xiaoyan Zhu, and Li Zhao. 2016 · 2016
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Unsupervised word and dependency path embeddings for aspect term extraction
Yichun Yin, Furu Wei, Li Dong, Kaimeng Xu, Ming Zhang, and Ming Zhou. 2016 · 2016
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Coupled multi-layer attentions for co-extraction of aspect and opinion terms
Wenya Wang, Sinno Jialin Pan, Daniel Dahlmeier, and Xiaokui Xiao. 2017 · 2017
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Aspect based sentiment analysis into the wild
Caroline Brun and Vassilina Nikoulina. 2018 · 2018
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Parameterized convolutional neural networks for aspect level sentiment classification
Binxuan Huang and Kathleen M. Carley. 2018 · 2018
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Double embeddings and cnn-based sequence labeling for aspect extraction
Hu Xu, Bing Liu, Lei Shu, and Philip S. Yu. 2018 · 2018
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
An interactive multi-task learning network for end-to-end aspect-based sentiment analysis
Ruidan He, Wee Sun Lee, Hwee Tou Ng, and Daniel Dahlmeier. 2019 · 2019
Cited alongside, same era.
CAN: constrained attention networks for multi-aspect sentiment analysis
Mengting Hu, Shiwan Zhao, Li Zhang, Keke Cai, Zhong Su, Renhong Cheng, and Xiaowei Shen. 2019a · 2019
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Open-domain targeted sentiment analysis via span-based extraction and classification
Minghao Hu, Yuxing Peng, Zhen Huang, Dongsheng Li, and Yiwei Lv. 2019b · 2019
Cited alongside, same era.
Exploiting BERT for end-to-end aspect-based sentiment analysis
Xin Li, Lidong Bing, Wenxuan Zhang, and Wai Lam. 2019b · 2019
Cited alongside, same era.
Target-aspect-sentiment joint detection for aspect-based sentiment analysis
Hai Wan, Yufei Yang, Jianfeng Du, Yanan Liu, Kunxun Qi, and Jeff Z. Pan. 2020 · 2020
Later among the works it cites.
Grid tagging scheme for aspect-oriented fine-grained opinion extraction
Zhen Wu, Chengcan Ying, Fei Zhao, Zhifang Fan, Xinyu Dai, and Rui Xia. 2020 · 2020
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Position-aware tagging for aspect sentiment triplet extraction
Lu Xu, Hao Li, Wei Lu, and Lidong Bing. 2020 · 2020
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Convolution over hierarchical syntactic and lexical graphs for aspect level sentiment analysis
Mi Zhang and Tieyun Qian. 2020 · 2020
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Spanmlt: A span-based multi-task learning framework for pair-wise aspect and opinion terms extraction
He Zhao, Longtao Huang, Rong Zhang, Quan Lu, and Hui Xue. 2020 · 2020
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Huaishao Luo, Tianrui Li, Bing Liu, and Junbo Zhang. 2019 · 2019
Cited alongside, same era.
Exploring sequence-to-sequence learning in aspect term extraction
Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, and Houfeng Wang. 2019 · 2019
Cited alongside, same era.
Utilizing BERT for aspect-based sentiment analysis via constructing auxiliary sentence
Chi Sun, Luyao Huang, and Xipeng Qiu. 2019 · 2019
Cited alongside, same era.
Augmented natural language for generative sequence labeling
Ben Athiwaratkun, Cicero Nogueira dos Santos, Jason Krone, and Bing Xiang. 2020 · 2020
Cited alongside, same era.
Aspect-category based sentiment analysis with hierarchical graph convolutional network
Hongjie Cai, Yaofeng Tu, Xiangsheng Zhou, Jianfei Yu, and Rui Xia. 2020 · 2020
Cited alongside, same era.
Synchronous double-channel recurrent network for aspect-opinion pair extraction
Shaowei Chen, Jie Liu, Yu Wang, Wenzheng Zhang, and Ziming Chi. 2020 · 2020
Cited alongside, same era.
Relation-aware collaborative learning for unified aspect-based sentiment analysis
Zhuang Chen and Tieyun Qian. 2020 · 2020
Cited alongside, same era.
Jiahao Bu, Lei Ren, Shuang Zheng, Yang Yang, Jingang Wang, Fuzheng Zhang, and Wei Wu. 2021 · 2021
Closest in time.
Bidirectional machine reading comprehension for aspect sentiment triplet extraction
Shaowei Chen, Yu Wang, Jie Liu, and Yuelin Wang. 2021 · 2021
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Lianzhe Huang, Peiyi Wang, Sujian Li, Tianyu Liu, Xiaodong Zhang, Zhicong Cheng, Dawei Yin, and Houfeng Wang. 2021 · 2021
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Xiao Liu, Yanan Zheng, Zhengxiao Du, Ming Ding, Yujie Qian, Zhilin Yang, and Jie Tang. 2021 · 2021
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A joint training dual-mrc framework for aspect based sentiment analysis
Yue Mao, Yi Shen, Chao Yu, and Longjun Cai. 2021 · 2021
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Structured prediction as translation between augmented natural languages
Giovanni Paolini, Ben Athiwaratkun, Jason Krone, Jie Ma, Alessandro Achille, RISHITA ANUBHAI, Cicero Nogueira dos Santos, Bing Xiang, and Stefano Soatto. 2021 · 2021
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Multiple-element joint detection for aspect-based sentiment analysis
Chao Wu, Qingyu Xiong, Hualing Yi, Yang Yu, Qiwu Zhu, Min Gao, and Jie Chen. 2021 · 2021
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A unified generative framework for aspect-based sentiment analysis
Hang Yan, Junqi Dai, Tuo Ji, Xipeng Qiu, and Zheng Zhang. 2021 · 2021
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Towards generative aspect-based sentiment analysis
Wenxuan Zhang, Xin Li, Yang Deng, Lidong Bing, and Wai Lam. 2021 · 2021
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