GPT-3 beats humans on IQ tests
#RuleoftheRobots #AI https://
studyfinds.org/are-you-smarte
r-than-ai/
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GENERATIVE AI
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GPT-3 Outperforms Humans on IQ Test Benchmarks
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GitHub Copilot Dramatically Accelerates Coding Workflow
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Nice read on reverse engineering of GitHub Copilot . Copilot has dramatically accelerated my coding, it's hard to imagine going back to "manual coding". Still learning to use it but it already writes ~80% of my code, ~80% accuracy. I don't even really code, I prompt. & edit.
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Limitations of Generative AI Tuning and Data Distribution
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Being able to produce outputs for an arbitrary input doesn’t give you the ability to reproduce the input distribution of the tuning data. Even if you somehow can, tuning on the generations of a tuned model is like making a copy of a copy of a VHS tape.
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Word embeddings and latent factors in language models
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I'd argue that the janky "queen = king – man + woman" thing is definitely related. It's not doing language generation, but you're trying to query the latent factors the model has used to minimise the surface objective
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Validator AI: AI-Powered Business Idea Validation Tool
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You can use Validator AI to get your business ideas validated by an AI. https://
futurepedia.io/tool/validator
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GPT-3 Prompt Engineering Mitigations and Strategic Value
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Mitigations like these are really for avoiding embarrassment. If it’s actually strategically important that your competitors don’t know what GPT-3 prompt you’re using in a public-facing app, you’re in trouble. You need to add value elsewhere.
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Defending Your Prompts from Leaks and Plagiarism
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I keep seeing prompt leaks. Dozens, now. I know of one startup whose prompt is plagiarized from another’s that leaked — revealed when theirs also leaked. Defend your prompt. Regex-filter your generations and throw an error if they contain snippets of your instructions.
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Prompt Engineering: Discover Inputs for Best AI Outputs
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Prompt engineering helps
⦿ Discover the inputs to get the best generations / outputs for our problem ⦿ Provide problem context and settings for the given task
⦿ Give prior examples for the problem at hand – more like few shot learning Happy learning & happy holidays! -
Prompt Engineering Guide for LLMs Released by DAIR AI
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With the advent of LLMs like GPT3, ChatGPT etc, Prompt Engineering is deserving more attention now than ever before. @dair_ai has released a “Prompt Engineering Guide” that contains the set of learning guides and tools about prompt engineering. Link: