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DoPE: Denoising Rotary Position Embedding

DoPE: Denoising Rotary Position Embedding

DoPE: Denoising Rotary Position Embedding Abstract: Rotary Position Embedding (RoPE) in Transformer models has inherent limits that weaken length extrapolation. We reinterpret the attention map with positional encoding as a noisy feature map, and propose Denoising Positional Encoding (DoPE), a training-free method based on truncated matrix ...

Extrapolation Examples

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