Is Ring Attention superseded?

Q: Is Ring Attention superseded?

Ring Attention (Long-context / context-window extension): superseded — cited as a baseline and beaten by newer methods. 1 paper(s) critique it, 1 beat it on benchmarks — #35 of 53 most-superseded. Sub-problem: cluster led by Ring Attention.

Long-context / context-window extension

Ring Attention

Superseded baseline#35 of 53 most-superseded

Superseded — cited as a baseline and beaten by newer methods

1 papers critique it · 1 beat it on benchmarks

What papers say

Verbatim critique sentences, each from a paper that cites Ring Attention as a baseline.

While this approach achieves linear complexity O(nk), it suffers from two critical limitations: (1) limited receptive field growth that scales linearly with depth

— $π$-Attention: Periodic Sparse Transformers for Efficient Long-Context Modeling