Intelligence is similarity + compositionality. Transformers' similarity is dot product of embeddings and their compositionality is attention, both still very primitive.
LLMS
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LLMs Face the Same Problem as NLP: Unclear Use Cases
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The problem with LLMs is what it's always been with NLP: if people can't tell what they're good for and not, they'll wind up not using them for much.
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LLMs Improving Faster Than Academic Publishing Quality
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Considering the speed at which LLMs are getting better and Nature/Science worse, it won't be long before they cross.
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Generalist Vision-Language Models Emerging as Industry Standard
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Authors propose a generalist model capable of handling major large-scale vision and vision-language tasks with competitive performance. These types of #AI models will become the industry norm over next 1 to 3 years.
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Large Language Models Should Master Multi-Digit Addition
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Multi-digit addition should definitely be within reach for large language models at this point! https://t.co/snqwqxnVQ7
— Jason Wei (@_jasonwei) 18 novembre 2022Multi-digit addition should definitely be within reach for large language models at this point!
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Jasper AI copywriting tool overview
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Jasper AI (Free trial, or $49/mo) @heyjasperai http://
jasper.ai Jasper AI has claimed to have read 10% of the internet, and is trained by copywriters to write emotional, persuasive copy. Rated 4.9/5 stars, 80k+ users. https://
loom.com/share/5526c0b0
5ad646d9a29279d0e4b1d87c
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Overview of OpenAI’s Playground and Davinci model text generation
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Open AI Playground ($0.02 per 750 words) @OpenAI http://
openai.com Text generation based on any prompt you write. Answers questions, writes copy, simplifies, and expands. Test out the powerful Davinci text model, or less costly legacy models in the "Playground". -

LangChain 0.0.16: Chain Input/Output Comparison and Model Evaluation
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version 0.0.16: compare inputs/outputs on a whole chain Useful for evaluation when you're doing more than just a simple call to an LLM Github: https://
github.com/hwchase17/lang
chain
… How do different models do in @OfirPress
's self-ask w/ search example? https://
colab.research.google.com/drive/1atz4xfZ
LpIHJKD2kf38WnxHv61XU-dwb
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Addressing AI-Generated Content Challenges in Education
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OpenAI can write college papers and pass a plagiarism check What will be some ways for educators to combat this?