A review of 80 studies from 2021-2025 on transformer-based software vulnerability detection identifies trends in architectures, datasets, and challenges such as data imbalance and interpretability.
Mando-hgt: Heterogeneous graph transformers for smart contract vulnerability detection, in: 2023 IEEE/ACM 20th International Conference on Mining Software Repositories (MSR), IEEE
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A systematic literature Review for Transformer-based Software Vulnerability detection
A review of 80 studies from 2021-2025 on transformer-based software vulnerability detection identifies trends in architectures, datasets, and challenges such as data imbalance and interpretability.