I’m in San Francisco for a few days. Hit me up if you’d like to meet and talk about generative AI, cerebral valley, and the profound brilliance & utter stupidity of chatgpt.
GENERATIVE AI
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Live Testing New Bing Chat Performance with Community
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¡ATENCIÓN DIRECTO! ¿Queréis que probemos el nuevo Bing Chat todos juntos, y comprobemos su rendimiento? Veníos YA para el canal de Youtube que empezamos en 10 minutos. ¡No os lo perdáis! Y corred la voz
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Creative AI Art Brilliance Showcased by Tony
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Brilliant! 💡🔊
— Pascal Bornet (@pascal_bornet) 12 février 2023
Credit: tonyannnn#creativity #positive #art pic.twitter.com/E37BNfb47rBrilliant! Credit: tonyannnn
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LLM Collaboration and Chain Rules Innovation
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The thread above was, of course, written in collaboration with one of our powerful Large Language Models. Long live Chain Rules!
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Token Probability in Language Models Explained
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By smaller events here, we refer to the probability of a token, given past tokens, p(c|ab). In probabilistic language modeling, a “token” is a single unit of text, like a word or part of a word. Modern language models consider a vocabulary size of ~100K tokens.
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Chain Rule Reduces Token Generation Complexity Exponentially
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To generate a sequence of 1000 tokens requires an insane 100K^1000 = 10^5000 choices. That’s a lot more than the estimated number of atoms in the universe, 10^82! With the chain rule the number of possible choices is "only" 100K * 1000 = 100M, a much more manageable number.
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DirectoryLoader LangChain loads multiple documents with sources
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Loading multiple documents and associating the sources is a great idea! And just happens there’s a “DirectoryLoader” which does exactly that https://
langchain.readthedocs.io/en/latest/modu
les/document_loaders/examples/directory_loader.html
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Ghost Cites and ChatGPT: Academic Citation Crisis Worsens
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This is a classic story about an article that was never written yet became widely cited. "Ghost cites" were always problem in academia. But it's about to get much, much worse. This is how Chat GPT summarizes this famously non-existent article:
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Browser Extension Leverages ChatGPT for Enhanced User Productivity
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Source: https://
reddit.com/r/MachineLearn
ing/comments/10ujsk5/p_i_made_a_browser_extension_that_uses_chatgpt_to/
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Current AI Limitations: Human Performance Remains the Benchmark
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So does humans, it’s the best that AI can do as of now!!