Именно поэтому не продавайте свой опыт, чтобы обучить модели, не соглашайтесь с компаниями которые хотят использовать ваши данные для обучения их моделей. #Exploit_and_dont_contribute
ChatGPT has now a big problem.
Researchers at Oxford and Cambridge exposed a massive threat to large language models.”
They call it “model collapse."
Internet ecosystem is rapidly changing, and generative AI will soon contribute much of the text found online. This forces us to consider what happens to future iterations like gpt-n when they are trained on data scraped from the web that was already generated by an llm.
According to the research, indiscriminately using model-generated content in training causes "irreversible defects" in the resulting ai. the model loses the "tails of the original content distribution." in other words, it begins to forget the creative, fringe, and unique nuances of actual human writing, collapsing into a repetitive echo chamber.
This isn't just a chatgpt issue.. the researchers built theoretical intuition showing this collapse is ubiquitous across learned generative models, occurring in large language models as well as in variational autoencoders and gaussian mixture models.
Tech companies rely on scraping the internet for large-scale data to build smarter models. However, the paper warns that if we want to sustain the benefits of training on web data, model collapse must be taken seriously.
Ultimate takeaway? data collected from genuine human interactions is going to become increasingly valuable in a web filled with ai content.
@ScienceOrMyth@tombibbys Смерть это не болезнь, а прекрасный механизм перехода, который нам подарила эволюция. Даже если вы продлите человеческую жизнь на тысячи лет, прошлый человек, которым Вы были, умрет. Если ИИ позволит в реальном времени модифицировать наши тела - это тоже смерть, она не исчезнет.
@ScienceOrMyth@tombibbys В следующий раз, когда проснетесь в США, помните, что это Британский колониализм позволил вашему государству существовать в принципе!
Its what Silicon Valley tech billionaires, venture capitalist AND the Chinese communist party are all currently building towards regardless of ideology. Its an arms race. The US is leading the suicidal race towards superhuman AI, while China leads the suicidal arms race on robotics. Communist or capitalist it’s a suicidal arms race. Its humanity laying the foundation for its own extermination if we don’t get a grip and stop the madness
@PositivFuturist They already tried to stop doing this. They can’t stop, they don’t know how, the models are outsmarting every move they make, and the problem will keep getting worse.
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