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InfiniteICL: LLMs Learn Forever, Shrink Memory Use by 90%

  • InfiniteICL breaks through context window limitations for large language models (LLMs)
  • Transforms temporary context knowledge into permanent parameter updates
  • Reduces memory usage by up to 90% while maintaining performance
  • Achieves 103% of full-context performance on various tasks

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