Punctuation-level Attack: Single-shot and Single Punctuation Can Fool Text Models

Wenqiang Wang, Chongyang Du, Tao Wang, Kaihao Zhang, Wenhan Luo +3 more
2/12/2026

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@article{wang2026punctuationlevel,
  title  = {Punctuation-level Attack: Single-shot and Single Punctuation Can Fool Text Models},
  author = {Wenqiang Wang and Chongyang Du and Tao Wang and Kaihao Zhang and Wenhan Luo and Lin Ma and Wei Liu and Xiaochun Cao},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:97c09b36921021072b1947b894360e1a5a7f34d2},
  journal = {NEURIPS 2023 2023}
}

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