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Release Strategies and the Social Impacts of Language Models

Irene Solaiman, Miles Brundage, Jack Clark

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Amanda Askell, Ariel Herbert-Voss, Jeff Wu, Alec Radford, Gretchen Krueger, Jong Wook Kim, Sarah Kreps, Miles McCain, Alex Newhouse, Jason Blazakis, Kris McGuffie, Jasmine Wang

2019 · arXiv

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From the abstract

Large language models have a range of beneficial uses: they can assist in prose, poetry, and programming; analyze dataset biases; and more. However, their flexibility and generative capabilities also raise misuse concerns. This report discusses OpenAI's work related to the release of its GPT-2 language model. It discusses staged release, which allows time between model releases to conduct risk and benefit analyses as model sizes increased. It also discusses ongoing partnership-based research and provides recommendations for better coordination and responsible publication in AI.

Metadata: arXiv. Abstracts retain their original authors’ rights.

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ipsum2
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> OpenAI's product was technically made by Ilya Nope, he is not a core contributor of GPT-4, GPT-3, GPT-2, DALLE-3, DALLE-2: https://arxiv.org/abs/2303.08774 https://cdn.openai.com/papers/dall-e-2.pdf https://arxiv.org/pdf/2005.14165.pdf https://arxiv.org/abs/1908.09203
gwern
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It does work, though. Here's an example: https://techscience.org/a/2019121801/ There's also https://arxiv.org/pdf/1908.09203.pdf#page=48 Why aren't bad actors using it in the wild? I think it's a combination of them being technically unsophisticated and conservative, propaganda not actually working nearly as well as people like to think it does, and lack of detection of competent actors (things like StyleGAN being used for fake FB profiles are detected through carelessness like leaving the faces exactly aligned).

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