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Parameterized Convolutional Neural Networks for Aspect Level Sentiment Classification

arXiv 1909.06276 ↗First posted 13 Sep 2019cs.CLcited by 22

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Abstract (arXiv)

We introduce a novel parameterized convolutional neural network for aspect level sentiment classification. Using parameterized filters and parameterized gates, we incorporate aspect information into convolutional neural networks (CNN). Experiments demonstrate that our parameterized filters and parameterized gates effectively capture the aspect-specific features, and our CNN-based models achieve excellent results on SemEval 2014 datasets.

Key facts. Cited by 22 papers in the map (data through 13 Oct 2026). First posted on arXiv 13 Sep 2019.

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Cited by year (2026 to 13 Oct)

Citing papers per year: 2021: 7; 2022: 4; 2023: 5; 2024: 3; 2025: 2; 2026: 1.

22 papers.

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  1. 2021Aspect Sentiment Quad Prediction as Paraphrase Generationcited by 99
  2. 2021A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysiscited by 61
  3. 2023MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Predictioncited by 49
  4. 2022Infusing Knowledge from Wikipedia to Enhance Stance Detectioncited by 20
  5. 2022Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment Analysiscited by 16
  6. 2021Understand me, if you refer to Aspect Knowledge: Knowledge-aware Gated Recurrent Memory Networkcited by 11
  7. 2021Unified Instance and Knowledge Alignment Pretraining for Aspect-based Sentiment Analysiscited by 11
  8. 2023Uncertainty-Aware Unlikelihood Learning Improves Generative Aspect Sentiment Quad Predictioncited by 10
  9. 2021Out of Context: A New Clue for Context Modeling of Aspect-based Sentiment Analysiscited by 8
  10. 2022DigNet: Digging Clues from Local-Global Interactive Graph for Aspect-level Sentiment Classificationcited by 8
  11. 2023A Comprehensive Survey on Affective Computing; Challenges, Trends, Applications, and Future Directionscited by 7
  12. 2024Iterative Data Generation with Large Language Models for Aspect-based Sentiment Analysiscited by 6
10 more
  1. 2025Exploring Model Editing for LLM-based Aspect-Based Sentiment Classificationcited by 5
  2. 2023Deep Learning-based Sentiment Classification: A Comparative Surveycited by 4
  3. 2024Collaborative Knowledge Infusion for Low-resource Stance Detectioncited by 4
  4. 2021Interventional Aspect-Based Sentiment Analysiscited by 3
  5. 2022Syntax-Guided Domain Adaptation for Aspect-based Sentiment Analysiscited by 1
  6. 2021Ad Text Classification with Transformer-Based Natural Language Processing Methodscited by 0
  7. 2023Knowledge Graph Enhanced Aspect-Level Sentiment Analysiscited by 0
  8. 2024KPC-cF: Aspect-Based Sentiment Analysis via Implicit-Feature Alignment with Corpus Filteringcited by 0
  9. 2025When Distributions Shifts: Causal Generalization for Low-Resource Languagescited by 0
  10. 2026From Prediction to Justification: Aligning Sentiment Reasoning with Human Rationale via Reinforcement Learningcited by 0