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Source channel @githubtrending · Post #15314 · Dec 6

#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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Journey to Fluency

@fluencyinenglish · Post #7285 · 08/09/2019, 08:53 AM

#grammar #soon #early #quickly @fluencyinenglish ❇️Soon, Early and Quickly Soon means ‘a short time after now’. Get well soon. (NOT Get well early.) We will launch a new edition of this book sometime soon. Soon can also mean ‘a short time after then’. It was difficult in the beginning, but I soon got used to it. (NOT It was difficult in the beginning, but I early got used to it.) @fluencyinenglish Early Early means ‘near the beginning of a period of time we are talking about’. Early does not mean soon. Compare: Early this week, I had a strange experience. (NOT Soon this week, I had a strange experience.) He had an accident early this month. He will soon have an accident if he continues to drive like this. (NOT He will early have an accident…) I get up early in the morning. (NOT I get up soon in the morning.) Early can mean ‘before the expected time’. I arrived early. Early can be used as an adjective. We will be grateful for an early reply. @fluencyinenglish Quickly There is a difference between soonand quickly. We use quickly to refer to the speed with which something is done. Soon means ‘before long’. I got dressed quickly. (= I didn’t take a lot of time to get dressed.) @fluencyinenglish