<ul><li>Sepp Hochreiter, the inventor of LSTM, has unveiled a new LLM architecture called xLSTM, which stands for Extended Long Short-Term Memory.</li><li>xLSTM addresses the weaknesses of previous LSTM designs, such as sequential processing, limited storage capacities, and lack of parallelizability.</li><li>The main components of xLSTM include matrix memory for LSTM, eliminating memory mixing, and exponential gating.</li><li>xLSTM architecture performs favorably compared to Transformers and has the potential to impact various deep learning fields.</li></ul>

The Inventor of LSTM Unveils New Architecture for LLMs to Replace Transformers

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