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Deleting only 0.05% of AI model weights resulted in... performance improvement at the level of overall fine-tuning < AI Technology < Article Main - AI Times

May 7, 2021 | AI Times


Deleting only 0.05% of AI model weights resulted in... performance improvement at the level of overall fine-tuning < AI Technology < Article Main - AI Times
The principle of 'Deletion Tuning,' which selectively deletes weights below 0.05% of an AI model to achieve performance comparable to full fine-tuning (FFT). (Photo=arXiv) A research result has emerged showing that it is possible to significantly enhance mathematical reasoning and tool usage capabilities by selectively removing only a fraction of the weights in large language models (LLMs), less than 0.05% of the total. This is notable because it achieves