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Detecting Hostile Posts using Relational Graph Convolutional Network

arXiv 2101.03485 ↗First posted 10 Jan 2021cs.CL cs.AIcited by 0

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Abstract (arXiv)

This work is based on the submission to the competition Hindi Constraint conducted by AAAI@2021 for detection of hostile posts in Hindi on social media platforms. Here, a model is presented for detection and classification of hostile posts and further classify into fake, offensive, hate and defamation using Relational Graph Convolutional Networks. Unlike other existing work, our approach is focused on using semantic meaning along with contextutal information for better classification. The results from AAAI@2021 indicates that the proposed model is performing at par with Google's XLM-RoBERTa on the given dataset. Our best submission with RGCN achieves an F1 score of 0.97 (7th Rank) on coarse-grained evaluation and achieved best performance on identifying fake posts. Among all submissions to the challenge, our classification system with XLM-Roberta secured 2nd rank on fine-grained classification.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 18 of its 23 references that are in the map. First posted on arXiv 10 Jan 2021.

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References · 18

  1. 2016Semi-Supervised Classification with Graph Convolutional Networkscited by 11,282
  2. 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,907
  3. 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,898
  4. 2017Modeling Relational Data with Graph Convolutional Networkscited by 1,684
  5. 2013Spectral Networks and Locally Connected Networks on Graphscited by 1,097
  6. 2017Automated Hate Speech Detection and the Problem of Offensive Languagecited by 724
  7. 2018Subword Regularization: Improving Neural Network Translation Models with Multiple Subword Candidatescited by 632
  8. 2018Graph Convolutional Networks for Text Classificationcited by 345
  9. 2017Regularizing and Optimizing LSTM Language Modelscited by 205
  10. 2020fastai: A Layered API for Deep Learningcited by 183
  11. 2020The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Modelscited by 125
  12. 2019Semantics-aware BERT for Language Understandingcited by 111
6 more
  1. 2016Quasi-Recurrent Neural Networkscited by 87
  2. 2017Detecting Online Hate Speech Using Context Aware Modelscited by 72
  3. 2018Challenges for Toxic Comment Classification: An In-Depth Error Analysiscited by 55
  4. 2020Hostility Detection Dataset in Hindicited by 31
  5. 2019Dating Documents using Graph Convolution Networkscited by 9
  6. 2019Look Again at the Syntax: Relational Graph Convolutional Network for Gendered Ambiguous Pronoun Resolutioncited by 4

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