A sleep-like consolidation mechanism for LLMs
Transformer-based large language models struggle with long-context tasks due to poor scaling of their attention mechanism. Implementing a sleep-like consolidation mechanism allows models to convert recent context into persistent fast weights while clearing their key-value cache.
arxiv.org
2 min
5/26/2026
A sleep-like consolidation mechanism for LLMs
Transformer-based large language models struggle with long-context tasks due to poor scaling of their attention mechanism. Implementing a sleep-like consolidation mechanism allows models to convert recent context into persistent fast weights while clearing their key-value cache.
arxiv.org
2 min
5/26/2026
A sleep-like consolidation mechanism for LLMs
Transformer-based large language models struggle with long-context tasks due to poor scaling of their attention mechanism. Implementing a sleep-like consolidation mechanism allows models to convert recent context into persistent fast weights while clearing their key-value cache.
arxiv.org
2 min
5/26/2026
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