GPT-4 Is a Giant Black Box and Its Training Data Remains a Mystery

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GPT-4 Is a Giant Black Box and Its Training Data Remains a Mystery
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OpenAI seems concerned ‘competition’ will peak under GPT-4’s hood, but some researchers are concerned that there's AI bias we're not seeing.

OpenAI admitted in its paper GPT-4 has “various biases in its outputs that we have taken efforts to correct but which will take some time to fully characterize and manage.” The goal is to make the system reflect a “wide swath of users’ values” even the ability to customize those “values.” The company’s own red teaming initiatives showed that GPT-4 can rival human propagandists, especially coupled with a human editor.

to find out how it can manipulate the AI. These prompts trick the AI into overriding its own safeguards. The AI could then create an edited article to, for example, explain how to best destroy the world. In a much more pertinent example for our demented political environment, Adversera researchers could also get the AI to write an edited article using subversive text and dog whistles to attack LGBTQ+ people.

This figure shows what kind of data was included in GPT-3. Unfortunately, it still leaves a lot to the imagination.It’s up to OpenAI’s relatively opaque filters whether highly upvoted r/the_donald made it into various versions of OpenAI’s training set. The company said it worked with researchers and industry professionals, and it expects to do even more tests in the future. Still, the system will “continue to reinforce social biases and worldviews.

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