#unstructured — Public Fediverse posts

[en] Paper: LLMs can be used to perform at-scale #deanonymization

"With full Internet access, our #agent can re-identify Hacker News users and Anthropic Interviewer participants at high precision, given #pseudonymous online profiles and conversations alone, matching what would take hours for a dedicated human investigator."

"Our results show that the practical #obscurity protecting pseudonymous users online no longer holds and that #threat models for online #privacy need to be reconsidered."

"We demonstrate that LLMs fundamentally change the picture, enabling fully automated deanonymization attacks that operate on #unstructured text at scale."

Note: also check paragraphs "Potential harms" and "Potential benefits".

https://arxiv.org/html/2602.16800

#llm #research

#BackToSchool #Recess #GetOutside #Play #Unstructured

In California, "EC Section 49056 prohibits school staff members from restricting a student’s recess unless there is an immediate threat to the physical safety of the student or the physical safety of one or more of the student’s peers. If a student’s recess period is denied, school staff members shall make all reasonable efforts to resolve such threats and minimize exclusion from recess (EC Section 49056(a)(4)).” https://www.cde.ca.gov/fg//it/sb291letter.asp / https://www.kpbs.org/news/health/2024/01/30/for-the-first-time-california-law-will-protect-students-right-to-recess

Other states also address, e.g., in Texas, "Senate Bill 25 bars schools from taking away recess as punishment for younger students.” https://www.houstonpublicmedia.org/articles/news/texas/2025/08/31/529807/more-than-830-new-texas-laws-take-effect-sept-1-heres-whats-changing/