mlsanityData to 7 Oct 2026

Joint Aspect and Polarity Classification for Aspect-based Sentiment Analysis with End-to-End Neural Networks

arXiv 1808.09238 ↗First posted 28 Aug 2018cs.CLcited by 19

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Abstract (arXiv)

In this work, we propose a new model for aspect-based sentiment analysis. In contrast to previous approaches, we jointly model the detection of aspects and the classification of their polarity in an end-to-end trainable neural network. We conduct experiments with different neural architectures and word representations on the recent GermEval 2017 dataset. We were able to show considerable performance gains by using the joint modeling approach in all settings compared to pipeline approaches. The combination of a convolutional neural network and fasttext embeddings outperformed the best submission of the shared task in 2017, establishing a new state of the art.

Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Aug 2018.

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Citing papers per year: 2021: 4; 2022: 3; 2023: 6; 2024: 1; 2025: 5.

19 papers.

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  1. 2022A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challengescited by 61
  2. 2021Solving Aspect Category Sentiment Analysis as a Text Generation Taskcited by 21
  3. 2022A Survey on Aspect-Based Sentiment Classificationcited by 18
  4. 2021Exploring Conditional Text Generation for Aspect-Based Sentiment Analysiscited by 5
  5. 2024BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Predictioncited by 4
  6. 2022Survey of Aspect-based Sentiment Analysis Datasetscited by 3
  7. 2023A Comprehensive Review on Sentiment Analysis: Tasks, Approaches and Applicationscited by 3
  8. 2021Re-Evaluating GermEval17 Using German Pre-Trained Language Modelscited by 2
  9. 2023Applications and Challenges of Sentiment Analysis in Real-life Scenarioscited by 2
  10. 2023Deep Learning Brasil at ABSAPT 2022: Portuguese Transformer Ensemble Approachescited by 1
  11. 2025Large Language Models for Czech Aspect-Based Sentiment Analysiscited by 1
  12. 2025Few-shot Cross-lingual Aspect-Based Sentiment Analysis with Sequence-to-Sequence Modelscited by 1
7 more
  1. 2025Improving Generative Cross-lingual Aspect-Based Sentiment Analysis with Constrained Decodingcited by 1
  2. 2021SASICM A Multi-Task Benchmark For Subtext Recognitioncited by 0
  3. 2023From Stars to Insights: Exploration and Implementation of Unified Sentiment Analysis with Distant Supervisioncited by 0
  4. 2023Understanding Emotion Valence is a Joint Deep Learning Taskcited by 0
  5. 2023A Global Context Mechanism for Sequence Labelingcited by 0
  6. 2025Semantic-preserved Augmentation with Confidence-weighted Fine-tuning for Aspect Category Sentiment Analysiscited by 0
  7. 2025Emotion-Enhanced Multi-Task Learning with LLMs for Aspect Category Sentiment Analysiscited by 0