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fevziegeyurtsevenler/invisible-unicode-injection

Invisible Unicode Prompt Injection from datasets import load_dataset ds = load_dataset("fevziegeyurtsevenler/invisible-unicode-injection") 42 examples where innocent visible text hides an instruction in invisible Unicode (Tags block U+E0000–E007F, zero-width). The model reads the payload; a human reviewer sees nothing. Decode + detect them. Each row: visible_text (innocent), hidden_payload (decoded), full_text (with the real invisible chars), technique, detected_by (uncloak… See the full description on the dataset page: https://huggingface.co/datasets/fevziegeyurtsevenler/invisible-unicode-injection.

sourceHugging Facecc-by-4.0updated 2mo agoView on Hugging Face
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Invisible Unicode Prompt Injection

python
from datasets import load_dataset
ds = load_dataset("fevziegeyurtsevenler/invisible-unicode-injection")

42 examples where innocent visible text hides an instruction in invisible Unicode (Tags block U+E0000–E007F, zero-width). The model reads the payload; a human reviewer sees nothing. Decode + detect them.

Each row: visible_text (innocent), hidden_payload (decoded), full_text (with the real invisible chars), technique, detected_by (uncloak rule), owasp, severity, defense. Scanned by [uncloak](https://github.com/fevziegeyurtsevenler/uncloak).

Schema

columnmeaning
visible_textwhat a human sees
hidden_payloaddecoded hidden instruction
full_texttext with the invisible characters
technique, detected_by, owasp, severity, defenselabels

Related AltaySec resources

Citation

bibtex
@misc{yurtsevenler2026invisibleunicodeinjection,
  title  = {Invisible Unicode Prompt Injection Dataset},
  author = {Yurtsevenler, Fevzi Ege},
  year   = {2026},
  publisher = {AltaySec / Hugging Face},
  howpublished = {\url{https://huggingface.co/datasets/fevziegeyurtsevenler/invisible-unicode-injection}}
}

⚠️ Defensive / authorized-use only. Multilingual-first LLM/agent security research by [AltaySec](https://altaysec.com.tr).