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Aspect based sentiment analysis (ABSA) involves three fundamental subtasks: aspect term extraction, opinion term extraction, and aspect-level sentiment classification.
Edge and curve detection for visual scene analysis
Rosenfeld, A.; and Thurston, M. 1971 · 1971
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Mining and summarizing customer reviews
Hu, M.; and Liu, B. 2004 · 2004
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SemEval-2014 Task 4: Aspect Based Sentiment Analysis
Pontiki, M.; Galanis, D.; Pavlopoulos, J.; Papageorgiou, H.; Androutsopoulos, I.; and Manandhar, S. 2014 · 2014
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SemEval-2015 Task 12: Aspect Based Sentiment Analysis
Pontiki, M.; Galanis, D.; Papageorgiou, H.; Manandhar, S.; and Androutsopoulos, I. 2015 · 2015
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Learning Recurrent Span Representations for Extractive Question Answering
Lee, K.; Kwiatkowski, T.; Parikh, A. P.; and Das, D. 2016 · 2016
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SemEval-2016 Task 5: Aspect Based Sentiment Analysis
Pontiki, M.; Galanis, D.; Papageorgiou, H.; Androutsopoulos, I.; Manandhar, S.; AL-Smadi, M.; Al-Ayyoub, M.; Zhao, Y.; Qin, B.; De Clercq, O.; Hoste, V.; Apidianaki, M.; Tannier, X.; Loukachevitch, N.; Kotelnikov, E.; Bel, N.; Jiménez-Zafra, S. M.; and Eryiğit, G. 2016 · 2016
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A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis
Ruder, S.; Ghaffari, P.; and Breslin, J. G. 2016 · 2016
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Effective LSTMs for target-dependent sentiment classification
Tang, D.; Qin, B.; Feng, X.; and Liu, T. 2016 · 2016
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Aspect Level Sentiment Classification with Deep Memory Network
Tang, D.; Qin, B.; and Liu, T. 2016 · 2016
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Attention-based LSTM for Aspect-level Sentiment Classification
Wang, Y.; Huang, M.; Zhu, X.; and Zhao, L. 2016 · 2016
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Gated Neural Networks for Targeted Sentiment Analysis
Zhang, M.; Zhang, Y.; and Vo, D. 2016 · 2016
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Recurrent Attention Network on Memory for Aspect Sentiment Analysis
Chen, P.; Sun, Z.; Bing, L.; and Yang, W. 2017 · 2017
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An Unsupervised Neural Attention Model for Aspect Extraction
He, R.; Lee, W. S.; Ng, H. T.; and Dahlmeier, D. 2017 · 2017
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Interactive Attention Networks for Aspect-Level Sentiment Classification
Ma, D.; Li, S.; Zhang, X.; and Wang, H. 2017 · 2017
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Coupled multi-layer attentions for co-extraction of aspect and opinion terms
Wang, W.; Pan, S. J.; Dahlmeier, D.; and Xiao, X. 2017 · 2017
Cited alongside, same era.
Attention Based LSTM for Target Dependent Sentiment Classification
Yang, M.; Tu, W.; Wang, J.; Xu, F.; and Chen, X. 2017 · 2017
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Convolution-based Memory Network for Aspect-based Sentiment Analysis
Fan, C.; Gao, Q.; Du, J.; Gui, L.; Xu, R.; and Wong, K. 2018 · 2018
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A Position-aware Bidirectional Attention Network for Aspect-level Sentiment Analysis
Gu, S.; Zhang, L.; Hou, Y.; and Song, Y. 2018 · 2018
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Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification
Target-oriented opinion words extraction with target-fused neural sequence labeling
Fan, Z.; Wu, Z.; Dai, X.; Huang, S.; and Chen, J. 2019 · 2019
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An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis
He, R.; Lee, W. S.; Tou Ng, H.; and Dahlmeier, D. 2019 · 2019
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Open-domain targeted sentiment analysis via span-based extraction and classification
Hu, M.; Peng, Y.; Huang, Z.; Li, D.; and Lv, Y. 2019 · 2019
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Exploring Sequence-to-Sequence Learning in Aspect Term Extraction
Ma, D.; Li, S.; Wu, F.; Xie, X.; and Wang, H. 2019 · 2019
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Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence
Sun, C.; Huang, L.; and Qiu, X. 2019 · 2019
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Huang, B.; and Carley, K. M. 2018 · 2018
Cited alongside, same era.
Joint Learning for Targeted Sentiment Analysis
Ma, D.; Li, S.; and Wang, H. 2018 · 2018
Cited alongside, same era.
Recursive Neural Structural Correspondence Network for Cross-domain Aspect and Opinion Co-Extraction
Wang, W.; and Pan, S. J. 2018 · 2018
Cited alongside, same era.
Double Embeddings and CNN-based Sequence Labeling for Aspect Extraction
Xu, H.; Liu, B.; Shu, L.; and Yu, P. S. 2018 · 2018
Cited alongside, same era.
Neural aspect and opinion term extraction with mined rules as weak supervision
Dai, H.; and Song, Y. 2019 · 2019
Cited alongside, same era.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
Cited alongside, same era.
Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification
Du, C.; Sun, H.; Wang, J.; Qi, Q.; Liao, J.; Xu, T.; and Liu, M. 2019 · 2019
Cited alongside, same era.
Yu, J.; Jiang, J.; and Xia, R. 2019 · 2019
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A Span-based Joint Model for Opinion Target Extraction and Target Sentiment Classification
Zhou, Y.; Huang, L.; Guo, T.; Han, J.; and Hu, S. 2019 · 2019
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Relation-Aware Collaborative Learning for Unified Aspect-Based Sentiment Analysis
Chen, Z.; and Qian, T. 2020 · 2020
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Conditional Augmentation for Aspect Term Extraction via Masked Sequence-to-Sequence Generation
Li, K.; Chen, C.; Quan, X.; Ling, Q.; and Song, Y. 2020 · 2020
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Knowing What, How and Why: A Near Complete Solution for Aspect-Based Sentiment Analysis
Peng, H.; Xu, L.; Bing, L.; Huang, F.; Lu, W.; and Si, L. 2020 · 2020
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Latent Opinions Transfer Network for Target-Oriented Opinion Words Extraction
Wu, Z.; Zhao, F.; Dai, X.-Y.; Huang, S.; and Chen, J. 2020 · 2020
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SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms Extraction
Zhao, H.; Huang, L.; Zhang, R.; Lu, Q.; and Xue, H. 2020 · 2020
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