mlsanityData to 14 Oct 2026

Graph Neural Network Framework for Sentiment Analysis Using Syntactic Feature

arXiv 2409.14000 ↗First posted 21 Sep 2024cs.CL cs.AIcited by 6

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Abstract (arXiv)

Amidst the swift evolution of social media platforms and e-commerce ecosystems, the domain of opinion mining has surged as a pivotal area of exploration within natural language processing. A specialized segment within this field focuses on extracting nuanced evaluations tied to particular elements within textual contexts. This research advances a composite framework that amalgamates the positional cues of topical descriptors. The proposed system converts syntactic structures into a matrix format, leveraging convolutions and attention mechanisms within a graph to distill salient characteristics. Incorporating the positional relevance of descriptors relative to lexical items enhances the sequential integrity of the input. Trials have substantiated that this integrated graph-centric scheme markedly elevates the efficacy of evaluative categorization, showcasing preeminence.

Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). Builds on 11 of its 23 references that are in the map. First posted on arXiv 21 Sep 2024.

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11 of 23 references.

References · 11

  1. 2023NDC-Scene: Boost Monocular 3D Semantic Scene Completion in Normalized Device Coordinates Spacecited by 90
  2. 2024Survival Prediction Across Diverse Cancer Types Using Neural Networkscited by 80
  3. 2024Research on Adverse Drug Reaction Prediction Model Combining Knowledge Graph Embedding and Deep Learningcited by 17
  4. 2024Adaptive Friction in Deep Learning: Enhancing Optimizers with Sigmoid and Tanh Functioncited by 16
  5. 2024A comparative study of generative adversarial networks for image recognition algorithms based on deep learning and traditional methodscited by 12
  6. 2024Dynamic Hypergraph-Enhanced Prediction of Sequential Medical Visitscited by 12
  7. 2024Algorithm Research of ELMo Word Embedding and Deep Learning Multimodal Transformer in Image Descriptioncited by 10
  8. 2024Applying Conditional Generative Adversarial Networks for Imaging Diagnosiscited by 9
  9. 2024Text classification optimization algorithm based on graph neural networkcited by 8
  10. 2024Enhancing Convolutional Neural Networks with Higher-Order Numerical Difference Methodscited by 8
  11. 2024Enhancing Deep Learning with Optimized Gradient Descent: Bridging Numerical Methods and Neural Network Trainingcited by 7

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Citing papers per year: 2024: 6.

6 papers.

  1. 2024Self-Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networkscited by 33
  2. 2024Optimizing YOLOv5s Object Detection through Knowledge Distillation algorithmcited by 11
  3. 2024Adversarial Neural Networks in Medical Imaging Advancements and Challenges in Semantic Segmentationcited by 10
  4. 2024Automated Genre-Aware Article Scoring and Feedback Using Large Language Modelscited by 7
  5. 2024Deep Learning with HM-VGG: AI Strategies for Multi-modal Image Analysiscited by 7
  6. 2024Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systemscited by 5