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@James
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@James

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Since 30.05.2026

Technical Report on the Pangram AI-Generated Text Classifier (2024)(doi.org)
We present Pangram Text, a transformer-based neural network trained to distinguish text written by large language models from text written by humans. Pangram Text outperforms zero-shot methods such as DetectGPT as well as leading commercial AI detection tools with over 38 times lower error rates on a comprehensive benchmark comprised of 10 text domains (student writing, creative writing, scientific writing, books, encyclopedias, news, email, scientific papers, short-form Q&A) and 8 open- and closed-source large language models. We propose a training algorithm, hard negative mining with synthetic mirrors, that enables our classifier to achieve orders of magnitude lower false positive rates on high-data domains such as reviews. Finally, we show that Pangram Text is not biased against nonnative English speakers and generalizes to domains and models unseen during training.
A lost Bitcoin wallet with around 30-40 bitcoin in it.(reddit.com)
Recently I was talking to a relative of mine and they told me that years ago they bought a few hundred dollars worth of bitcoin back when it was extremely cheap. At the time they thought it was just another scam, forgot about the wallet and lost access to the email associated with it. They say that they still know what the email is just not the password and if its even still accessible due to years of inacitvity. Any advice or will the bitcoin sit in that wallet till the end of times? submitted by /u/kimilsung5000 [link] [Kommentare]