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There is no heuristic that reliably separates human-written text from GPT text. It is impossible to avoid model collapse in such an environment.
by mplewis 2y ago
There is no heuristic that reliably separates human-written text from GPT text. It is impossible to avoid model collapse in such an environment.
- ValentinA23 2y agoUnless you're OpenAI and provided like 98% of ai generated text that was posted to the internet.
- Der_Einzige 2y agoAnti-slop sampler and bigram/trigram stylometric analysis absolutely can give evidence that someone used a particular LLM with particular settings. But in general it’s hard to separate human from AI text.
- crazygringo 2y agoYou're ignoring the information about the source. It's not about a heuristic on text of unknown provenance -- it's about publishers that exert a certain level of editorial control and quality verification. Or social reputation mechanisms that achieve the same. That's what is preventing your "model collapse". Reputations of provenance. Not pure-text heuristics.