Author

Yiran Zhang

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Preprint Jul 2026

Frontier Language Models Struggle to Copy: Text Can Be Better Viewed in 2D

2D-RoPE is introduced, which organizes text into a 2D grid rather than a 1D sequence and assigns each token a row ID and a column ID, and suggests that viewing text in 2D can benefit language modeling.

Haodong Wen, Yiran Zhang, Yingfa Chen et al. · 0 citations