mlsanityData to 14 Oct 2026

SCCD: A Session-based Dataset for Chinese Cyberbullying Detection

arXiv 2501.15042 ↗First posted 25 Jan 2025cs.CLcited by 7

Not on the map. Why?

Abstract (arXiv)

The rampant spread of cyberbullying content poses a growing threat to societal well-being. However, research on cyberbullying detection in Chinese remains underdeveloped, primarily due to the lack of comprehensive and reliable datasets. Notably, no existing Chinese dataset is specifically tailored for cyberbullying detection. Moreover, while comments play a crucial role within sessions, current session-based datasets often lack detailed, fine-grained annotations at the comment level. To address these limitations, we present a novel Chinese cyber-bullying dataset, termed SCCD, which consists of 677 session-level samples sourced from a major social media platform Weibo. Moreover, each comment within the sessions is annotated with fine-grained labels rather than conventional binary class labels. Empirically, we evaluate the performance of various baseline methods on SCCD, highlighting the challenges for effective Chinese cyberbullying detection.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 16 of its 38 references that are in the map. First posted on arXiv 25 Jan 2025.

Builds on

16 of 38 references.

References · 16

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2023GPT-4 Technical Reportcited by 18,396
  3. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  4. 2020Making Pre-trained Language Models Better Few-shot Learnerscited by 1,256
  5. 2014Convolutional Neural Networks for Sentence Classificationcited by 1,127
  6. 2022ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detectioncited by 422
  7. 2019How to Fine-Tune BERT for Text Classification?cited by 411
  8. 2020HateXplain: A Benchmark Dataset for Explainable Hate Speech Detectioncited by 407
  9. 2016Ex Machina: Personal Attacks Seen at Scalecited by 210
  10. 2023Is ChatGPT better than Human Annotators? Potential and Limitations of ChatGPT in Explaining Implicit Hate Speechcited by 166
  11. 2022COLD: A Benchmark for Chinese Offensive Language Detectioncited by 76
  12. 2023Facilitating Fine-grained Detection of Chinese Toxic Language: Hierarchical Taxonomy, Resources, and Benchmarkscited by 46
4 more
  1. 2021SWSR: A Chinese Dataset and Lexicon for Online Sexism Detectioncited by 42
  2. 2020Improving Cyberbully Detection with User Interactioncited by 10
  3. 2022Session-based Cyberbullying Detection in Social Media: A Surveycited by 10
  4. 2020HENIN: Learning Heterogeneous Neural Interaction Networks for Explainable Cyberbullying Detection on Social Mediacited by 6

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 2; 2026: 5.

7 papers.