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P-Tuning v2 applies continuous virtual prefix tokens across all intermediate layers of the transformer rather than only the input embedding layer. This provides deep task conditioning across all representational layers, matching full fine-tuning performance across various model sizes.

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Ultron09
Aug 27, 2026
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