“LLMs have a similar potential to unlock economic value and growth, with early impact estimates of $1 trillion, or 4% of GDP, in the U.S. alone”
LLMS
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askgpt: AI-Powered Chat Interface for Learning R Programming
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Introducing `askgpt`: a chat interface that helps you to learn R! | Johannes B. Gruber https://
bit.ly/3Mp9GBc #AI #MachineLearning #DeepLearning #LLMs #DataScience -
Open Source Model Evaluation Results Exceed Public Competition
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thanks for running the evals. indeed the numbers look great (and promising). yeah i think it's scalable and efficient. like your tweet suggested it's a pity there's no t5 or ul2 model >40B. otherwise i think it would beat every public open source model right now.
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PaLI-X Combines ViT-22B Vision and Multilingual UL2-32B
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Check out PaLI-X that combines ViT-22B and multilingual UL2-32B!
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Encoder-Decoder vs Decoder-Only Models: T5 Paper Guide
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Additional reading for people confused about encoder-decoder models vs decoder-only models: most wisdom is also from the 2019 T5 paper. it's the bible for NLP literally.
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Deep Learning Lecture: From RNNs to Transformer Architecture
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Link to the lecture in case someone's curious: https://
lightning.ai/pages/courses/
deep-learning-fundamentals/unit-8.0-natural-language-processing-and-large-language-models/8.4-from-rnns-to-the-transformer-architecture/
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Bahdanau Attention as Essential Foundation for Transformer Learning
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Yup! I always start my book chapters, lectures, etc with Bahdanau attention paper. I think it's a great intro & motivation for developing transformers. Without it, it would feel like sth is missing.
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Chat Completion API compatibility question
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super cool!! does it work with the Chat Completion API?
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Timeline of Transformer Models and Large Language Models
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Timeline of Transformer Models / Large Language Models (AI / ML / LLM) https://
bit.ly/3MjF9Fe #AI #MachineLearning #DeepLearning #LLMs #DataScience -
ORCA: Microsoft Research’s LLM Outperforming ChatGPT
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ORCA, the new LLM from Microsoft Research that outperforms ChatGPT on certain tasks https://actuia.com/actualite/orca-le-nouveau-llm-de-microsoft-research-qui-surpasse-chatgpt-sur-certaines-taches/
… #AI #artificialintelligence #LLM