Xlstm Code Release by Nx Ai

Hacker News 1:15 pm on June 10, 2024

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The xLSTM model is an extended LSTM variant that outperforms mLSTM and sLSTM across the Parity task and Multi-Query Associative Recall, with each having unique advantages. Experimental results indicate benefits for state tracking (sLSTM) and memory utilization (mLSTM).

• Model Comparison: xLSTM exceeds mLSTM/sLSTM performance.
• Parity Task Performance: sLSTM excels in state-tracking capabilities.
• Multi-Query Associative Recall Capabilities: mLSTM benefits from matrix memory and state expansion.
• Experimental Configuration: Various configurations tested with specific parameters.

https://github.com/NX-AI/xlstm

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