Deanonymization with LLMs forget about pseudonyms

Imagine this: You're on Reddit, or some forum, and you post under a pseudonym as your username. You think you're anonymous and no one knows you, so you can freely express your thoughts.

Well, a new study has just debunked that idea. It's called " Large - scale online deanonymization with LLMs," which is a fancy way of saying "discovering the real person behind a pseudonym."

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Researchers from ETH Zurich and Anthropic, together with a research group called MATS, have demonstrated that today's powerful artificial intelligence chatbots can play the role of detective and reveal who is hiding behind a pseudonym.

How does it work;

Think of artificial intelligence as a detective. Only this detective is super fast and super smart. It has read every post ever written on the internet. Let's see how their system works in simple steps:

Reads and identifies clues: Artificial Intelligence looks at your posts and extracts little hints about you. Things that are part of your personality. Like it can see that this person talks a lot about coding games in Python, loves Marvel movies, complains about his school in Halandri, and types in a certain style.
He searches the entire internet: It checks LinkedIn, Google, other Reddit accounts, etc., to find potential real people who match these clues.
He thinks carefully and checks again: Artificial Intelligence thinks “Do these match? The writing style is the same, the hobbies align, the timing matches… yes, 90% of the time!”

The researchers named their method ESRC, which stands for Extract clues, Search, Reason, Calibrate.

Do you think this is all theory?

On real Hacker News users, the AI ​​correctly matched a user's nickname to their real name 67% of the time, and when it made a guess, it was correct 90%. The paper also reports that matching the same person's Reddit posts from different years or groups had a success rate of up to 68%.

Scary? And the thing is, it only costs $4 to check on a person. Anyone with a good chatbot could do it.

One of the lead researchers, Simon Lermen, reported:

Can a team of smart researchers figure out who you are from your posts? If so, AI agents can probably do the same at a lower cost.

No more private life

Until now, staying hidden online was fairly easy because uncovering a pseudonym took hours or days for researchers. Now? One person (stalker, a company, or even a government) can uncover thousands of accounts very quickly.

This means that someone could find out your real name, school, city, or job from just a few comments. The old idea that “if I use a pseudonym, I’m safe” is no longer valid. We’ve reached the end of the practice of anonymity.

Welcome to a new 1984!

DOI: https://doi.org/10.48550/arXiv.2602.16800


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