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Context Cascade Compression Achieves 20x Compression With 60% Performance Retention In Long-Context Tasks

A new method, called C3 Compression, significantly improves the ability of large language models to process very long texts by compressing information into a smaller number of tokens with up to 40times greater accuracy than previous approaches, demonstrating a potential limit for text and image compression technologies.
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The Cascade broke the news in on Thursday, November 20, 2025.
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