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Weird-Net: Weighted Relative Distance Attention for Efficient and Robust Sequence Processing.
Summary: Imagine trying to read a giant book, but you can only look at one word at a time. That is how some computer programs (like RNNs) read text, which makes them very slow. Other programs (like Transformers) try to look at everything at once, but they take up too much memory and get confused. Scientists have created a new tool called Weird-Net. It uses a smart math trick to measure the distance between words. This makes it super fast, saves computer memory, and helps the AI understand long stories better than ever before!