Asked GPT 4 to make a Midjourney prompt describing itself as a physical being
Please make a Midjourney text to image prompt describing what you would look like in physical form
Please make a Midjourney text to image prompt describing what you would look like in physical form
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Media is too big
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An experiment with AI NPCs in gaming, first of its kind. The implications for AI in gaming is indescribable.
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Forwarded from Chat GPT
Can AI-Generated Text be Reliably Detected? β NO, if you (1) employ paraphrasing and (2) if your LLM isnβt being used to spy on you.
Empirically, we show that paraphrasing attacks, where a light paraphraser is applied on top of the generative text model, can break a whole range of detectors, including the ones using the watermarking schemes as well as neural network-based detectors and zero-shot classifiers.
We then provide a theoretical impossibility result indicating that for a sufficiently good language model, even the best-possible detector can only perform marginally better than a random classifier.
We use a PEGASUS-based [Zhang et al., 2019] paraphraser to rephrase this watermarked output from the target LLM. The paraphraser rephrases sentence by sentence. The detector does not detect the output text from the paraphraser. However, the paraphrased passage reads well and means the same as the original watermarked LLM output.
PEGASUS paraphraser.
Paper.
Empirically, we show that paraphrasing attacks, where a light paraphraser is applied on top of the generative text model, can break a whole range of detectors, including the ones using the watermarking schemes as well as neural network-based detectors and zero-shot classifiers.
We then provide a theoretical impossibility result indicating that for a sufficiently good language model, even the best-possible detector can only perform marginally better than a random classifier.
We use a PEGASUS-based [Zhang et al., 2019] paraphraser to rephrase this watermarked output from the target LLM. The paraphraser rephrases sentence by sentence. The detector does not detect the output text from the paraphraser. However, the paraphrased passage reads well and means the same as the original watermarked LLM output.
PEGASUS paraphraser.
Paper.
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