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"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis cover image

Emergency Pod: Mamba, Memory, and the SSM Moment

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

NOTE

Limitation of Long-Term Sequence Handling in Text

Handling long sequences of text seems to challenge the coherence of the model. While the model is trained on long-term text, it struggles to carry information forward indefinitely. The average length of chat observed is 1467 tokens, indicating a limitation compared to today's context windows. The model can go slightly beyond this length but not dramatically. The handling of long sequences is the least proven aspect, which may affect downstream inferences and speculations.

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