The provenance (bias) of the news sources is not clear. News articles: News articles from various sources and languages.Social media posts: data such as tweets, posts, and comments from platforms like Twitter, Reddit, and Facebook.Books: huge back catalogues of digitised fiction and non-fiction books.This likely includes PII, but no one can be sure, including OpenAI. Web pages and articles: Web pages and articles from the internet.GPT specifically has been trained on the personal data of millions of people, it’s probably actually hundreds of millions, and it’s possibly been trained on data of a billion or more people – and that’s the issue, we simply don’t know. There are two main concerns with using this type of data science in its current state: 1) The General Set up of Today’s Early LLM’s: Transparency & Ethics However, we don’t think these models are ready to be used for analysing anonymous survey data, let alone for analysing live data with personally identifiable information (PII) to give individuals personal insights. Our goal is to include them in our upcoming Data Science releases in 2023. Our team has been testing some LLM models and analysing their outputs. They’re simply not ready for us to use, just yet. By validating and analysing the data at the source, our technology can provide businesses and organisations with more accurate, comprehensive, safe, and ethical human data insights.Īnd there is the rub for GPT4 and the current crop of Large Language Models (LLM’s). In the data marketing industry, this approach is referred to as ‘Zero-Party Data’ (ZPD), and we are also creating ‘Zero-Party AI’ through this approach. We call these ‘edge AI’ because they’re integrated into personal CitizenMe apps and operate on locally collected and stored 360º life data. We’re currently developing other flavours of AI that we call ‘edge AI’, designed to improve people’s lives in a private manner. They will undoubtedly have a huge impact on the personal data Insights industry and there are some awesome tools emerging.Īt CitizenMe, our team is thrilled about the major advancements in AI such as OpenAI’s GPT4. The rapidly increasing number of other models arriving for the masses from Google, Meta and many others are awesome too. The latest large language model (LLM) Generative AI’s such as GPT4 from OpenAI are a phenomenal advance. If you’re hoping for a luddite rant, this isn’t it! OK, so firstly, don’t get me wrong on the title.
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