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In Part 2 of Every LLM Architecture Explained, we tackle the biggest flaw of early RNNs and how researchers fixed it in the '90s. The Problem: RNNs suffered from the "vanishing gradient problem," meaning they couldn't handle long sentences and would forget important context. The Solution: Long Short-Term Memory networks (LSTMs) introduced a ...
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