I wonder whether attention-free architectures like Mamba or Gated DeltaNet are distracted less by irrelevant context, because they don't recall every detail inside their context window in the first place. Theoretically it should be fairly easy to test this via a dedicated "context rot benchmark" (standard benchmarks but with/without irrelevant context).