How Local Mixing Encodes Relative Position in Global NoPE Attention
Hybrid local-mixing layers give global NoPE attention a recency bias that encodes relative position.
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Distance generalization in transformers: why bother with positional encoding?
arXiv study uses synthetic delay-copy tasks to show how RoPE, ALiBi, NoPE and training data diversity affect transformers' distance generalization.