– data rephrasing https://
arxiv.org/abs/2401.16380 – multiple epochs https://
latent.space/p/jan-2024 – give @BlancheMinerva more money and grad students
GENERATIVE AI
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Data Rephrasing, Multiple Epochs, and Research Funding Priorities
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OpenAI AI Functionality Speculation Without Official Confirmation
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That's pretty much my guess too, but I can't confidently tell other people that's what it's doing because I don't have confirmation from OpenAI
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OpenAI’s vague data usage policies raise transparency concerns
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OpenAI have been infuriatingly vague about what "using ChatGPT conversations to help improve our models" actually means They have various opt-out options even for free usage these days but it's hard to keep track of where they are and how they work
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Understanding How Large Language Models Actually Work
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It's not an unreasonable mental model to form to be honest – enormous weird blobs of vector floating point matrices and token embeddings are hardly an obvious way that this technology might work
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Lack of transparency in AI model training data usage
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Right, the most frustrating thing about this is that the complete lack of of transparency about how training works (and how the data is used) means it's impossible to confidently state how it all really works
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Common Misconceptions About How AI Models Learn
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I wonder how common it is for people to confidently hold an inaccurate idea of how AI models work where they believe that anything they show the model is instantly memorized and added to its "knowledge" of the world
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How Models Actually Work: Training Misconceptions
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I'm beginning to suspect that many people – including many corporate decision makers – have a confident but inaccurate model of how models work, where they think that absolutely anything the model sees is "training" which it then perfectly memorizes and adds to its knowledge
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LLMs Unnecessary When Cheaper Models Perform Better
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You absolutely don't need LLMs for this. Using LLMs here where a model that's 0.1% as expensive would work 5x better would be a show of gross incompetence.
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Big Tech Launches Major Generative AI Hiring Initiative
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Big Tech is on a generative AI hiring spree – Fast Company #hiring #tech #GenAI #AI #IoT
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Generative AI vs Conversational AI: Key Differences Explained
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Generative AI vs Conversational AI: What’s the Difference? – UC Today #GenAI #AI #TechTrends #IoT #tech