PoPE, a polar-coordinate variant of RoPE that removes the content-phase interaction, improves Transformer sequence modeling and extrapolation across multiple domains.
We follow the preprocessing and tokenization procedures from the recent state-of-the-art model for genomic sequence modeling, the Nucleotide Transformer (Dalla-Torre et al., 2025)
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Decoupling the "What" and "Where" With Polar Coordinate Positional Embeddings
PoPE, a polar-coordinate variant of RoPE that removes the content-phase interaction, improves Transformer sequence modeling and extrapolation across multiple domains.