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    Author Topic: AI Spam Report Reference Thread  (Read 39653 times)
    nutildah (OP)
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    May 06, 2025, 02:14:36 AM
     #1161

    Here's the problem: Google is now using the same type of LLM for Google Translate that something like ChatGPT uses, which means its going to get flagged as AI-generated.

    What better way to explain the situation than by asking ChatGPT itself:

    Quote
    AI detection tools like ZeroGPT often classify text produced by Google Translate as AI-generated because of how both systems process language:

    1. Google Translate Uses AI (NMT)

    Google Translate's Neural Machine Translation (NMT) system generates text using deep learning models — the same kind of technology used by generative AI like ChatGPT. Since it's literally AI-generated text, detection tools can pick up on that.

    2. Text Patterns Resemble AI-Generated Output

    AI-generated text tends to have certain statistical features:

    - Fluent and grammatically consistent structure

    - Even distribution of vocabulary

    - Low randomness or burstiness

    Google Translate often produces uniform, polished, and pattern-consistent sentences, similar to those produced by large language models, which can trigger AI detectors.

    3. Lack of Human-Like Variation

    Human-written text often includes:

    - Idiomatic expressions

    - Minor grammatical inconsistencies

    - Personal style or emotion

    Translated text from Google Translate can feel overly clean or synthetic, making it more likely to be flagged — even if the original text was written by a human.

    So basically Google Translate is taking the gist of what a user is trying to express and then repackaging it in the same AI format used by the hundreds of other posts reported in this thread.

    It would be considered a conundrum except for the fact that ultimately it still comes down to whether or not a post is considered "spam" by moderators. If a post is not saying anything meaningful and that has already been said a thousand times before, I'd say it should still be deleted as spam.

    I suppose my main problem with the practice of using Google Translate is it literally sucks the soul out of a post... what it is expressing is no longer human but machine.

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