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Achieving Clinical Reliability in Suicide Risk Detection: A Low-Resource Benchmark of RoBERTa vs. DistilBERT Cover

Achieving Clinical Reliability in Suicide Risk Detection: A Low-Resource Benchmark of RoBERTa vs. DistilBERT

Open Access
|Dec 2025

References

  1. J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova, “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding,” arXiv preprint arXiv:1810.04805, 2018.
  2. V. Sanh, L. Debut, J. Chaumond, and T. Wolf, “DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter,” arXiv preprint arXiv:1910.01108, 2019.
  3. Y. Liu, M. Ott, N. Goyal, J. Du, M. Joshi, D. Chen, et al., “RoBERTa: A Robustly Optimized BERT Pretraining Approach,” arXiv preprint arXiv:1907.11692, 2019.
  4. J. Li, Z. An, W. Cheng, J. Zhou, F. Zheng, and B. Hu, “MHA: a multimodal hierarchical attention model for depression detection in social media,” Health Information Science and Systems, vol. 11, no. 1, pp. 1–13, 2023.
  5. B. Cui, J. Wang, H. Lin, Y. Zhang, L. Yang, and B. Xu, “Emotion-Based Reinforcement Attention Network for Depression Detection on Social Media: Algorithm Development and Validation,” JMIR Medical Informatics, vol. 10, no. 8, e37818, 2022.
  6. X. Jia, J. Chen, K. Liu, Q. Wang, and J. He, “Multimodal depression detection based on an attention graph convolution and transformer,” Mathematical Biosciences and Engineering, vol. 22, no. 3, pp. 652–676, 2025.
  7. K. Hasan and J. Saquer, “A comparative analysis of transformer and LSTM models for detecting suicidal ideation on Reddit,” arXiv preprint arXiv:2411.15404, 2024.
  8. A. Izmaylov, S. Malmasi, and A. Yates, “Combining psychological theory with language models for suicide risk detection,” in Findings of the Association for Computational Linguistics: EACL 2023, pp. 2405–2414, 2023.
  9. K. Nikhileswar, D. Vishal, L. Sphoorthi, and S. Fathimabi, “Suicide Ideation Detection in Social Media Forums,” in Proceedings - 2nd International Conference on Smart Electronics and Communication, ICOSEC 2021, doi: 10.1109/ICOSEC51865.2021.9591887, 2021.
DOI: https://doi.org/10.2478/ijasitels-2025-0008 | Journal eISSN: 2559-365X | Journal ISSN: 2067-354X
Language: English
Page range: 43 - 52
Published on: Dec 17, 2025
Published by: Lucian Blaga University of Sibiu
In partnership with: Paradigm Publishing Services
Publication frequency: 2 issues per year

© 2025 Stefania-Eliza Berghia, Adrian Barglazan, published by Lucian Blaga University of Sibiu
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.