Research
Hijacking Text Heritage: Hiding the Human Signature through Homoglyphic Substitution
arXiv:2604.10271v1 Announce Type: cross Abstract: In what way could a data breach involving government-issued IDs such as passports, driver's licenses, etc., rival a random voluntary disclosure on a n
arXiv:2604.10271v1 Announce Type: cross Abstract: In what way could a data breach involving government-issued IDs such as passports, driver's licenses, etc., rival a random voluntary disclosure on a nondescript social-media platform? At first glance, the former appears more significant, and that is a valid assessment. The disclosed data could contain an individual's date of birth and address; for all intents and purposes, a leak of that data would be disastrous. Given the threat, the latter scenario involving an innocuous online post seems comparatively harmless--or does it? From that post and others like it, a forensic linguist could stylometrically uncover equivalent pieces of information, estimating an age range for the author (adolescent or adult) and narrowing down their geographical location (specific country). While not an exact science--the determinations are statistical--stylometry can reveal comparable, though noticeably diluted, information about an individual. To prevent an ID from being breached, simply sharing it as little as possible suffices. Preventing the leakage of personal information from written text requires a more complex solution: adversarial stylometry. In this paper, we explore how performing homoglyph substitution--the replacement of characters with visually similar alternatives (e.g., "h" exttt{[U+0068]} rightarrow "h" exttt{[U+04BB]})--on text can degrade stylometric systems.
Related
- Temporal Flattening in LLM-Generated Text: Comparing Human and LLM Writing Trajectories
- TimeMark: A Trustworthy Time Watermarking Framework for Exact Generation-Time Recovery from AIGC
- Differentially Private Language Generation and Identification in the Limit
- Exploiting Web Search Tools of AI Agents for Data Exfiltration
Source: arXiv cs.CL | 2026-04-14