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Utility-Preserving De-Identification for Math Tutoring: Investigating Numeric Ambiguity in the MathEd-PII Benchmark Dataset
arXiv:2602.16571v3 Announce Type: replace Abstract: Large-scale sharing of dialogue data is key to advancing the science of teaching and learning, yet rigorous de-identification remains a major barrier. In mathematics tutoring transcripts, numeric expressions frequently resemble structured identifiers (e.g., dates or IDs), leading generic Personally Identifiable Information (PII) detection systems to over-redact core instructional content and reduce data utility. This work asks how to detect...
Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs
arXiv:2512.04668v4 Announce Type: replace Abstract: Graph topology is a fundamental determinant of memory leakage in multi-agent LLM systems, yet its effects remain poorly quantified. We introduce MAMA (Multi-Agent Memory Attack), a controlled evaluation framework for comparing topology-conditioned memory leakage in multi-agent LLM systems. MAMA operates on synthetic documents containing labeled Personally Identifiable Information (PII) entities, from which we generate sanitized task...
Major cruise line hack exposes sensitive data of nearly 6 million travelers
Carnival Corporation, the world’s largest cruise company, announced it is offering some U.S. travelers two years of free credit monitoring after a data breach leaked the personal information of nearly 6 million customers. "In April, we identified unauthorized access to a limited part of our IT system caused by a social engineering attack on a single user account," Carnival Corporation said in a statement to Fox News Digital. "We immediately blocked the activity, engaged third-party security...
Why scammers target veterans and how to fight back
This Memorial Day, while the rest of the country pauses to honor the fallen, scammers are doing something else entirely. They're running searches.They're pulling military records. Cross-referencing VA enrollment data.
FCC Wants to Kill Burner Phones by Forcing Telecoms to Get All Customers' IDs
The Federal Communications Commission (FCC) wants to make it effectively impossible for people to buy what many call burner phones—a phone not explicitly linked to your identity at the point of purchase—which would impact privacy-conscious people, to domestic abuse survivors, to journalists, and many more. The FCC plans to do this by legally forcing the country’s telecoms to store a wealth of personal information about essentially all phone customers, including a government issued...
1k Data Breaches Later, the Disclosure Lag Is Worse
Today, I loaded the 1,000th data breach into Have I Been Pwned. Reflecting on that milestone number, I pondered how to mark the occasion in writing, and what immediately came to mind was a very simple question: why is it still needed? Especially considering the emergence of privacy regulations such as GDPR and CCPA in the 12 and a half years since I started HIBP, what possible purpose does it still serve?
Visakhapatnam tragedy: 8 burnt to death as molten metal spills on workers at steel plant
Eight workers were burnt alive, and another six received serious burn injuries in Vizag Steel Plant on Monday evening when the hot metal ladle fell on the ground in Steel Melting Shop (SMS). The ladle had fallen on the ground with a big thud and spread the fire in the area. Workers and plant management are in the process to identify the persons killed in the accident as the bodies are not in a shape to recognise the persons.
Premier rejects investigation into politician's leaked email
Tasmanian premier rules out investigation into leaked personal email request Wed 3 Jun 2026 at 5:20am In short: Tasmanian Premier Jeremy Rockliff says he won't investigate how an email containing the health-related information of an independent politician was leaked to the media. Independent MLC Ruth Forrest had previously called for a formal apology and asked for the person responsible to be identified. Mr Rockliff has suggested Ms Forrest could take up the issue with the...
Testing the Black Box: Structural Barriers to Independent Evaluation of Consumer-Facing Health LLMs
arXiv:2606.08483v1 Announce Type: new Abstract: Background: Consumer-facing large language models are now a common source of health information, and they interpret and personalize responses rather than retrieve them. Whether their responses vary across users is a clinical, equity, and governance question, sharpened by evidence that sycophantic responses can alter judgment and increase trust.
FTC reveals where spam calls hit hardest
Your phone lights up. The number looks local. You answer because maybe it is the doctor, the school, a delivery driver or someone you actually need to hear from.