π¦Reddit r/LocalLLaMAβ’Stalecollected in 2h
SFM Beats Transformers on Long Sequences
π‘Non-transformer holds 62% acc where LMs crash at long seqsβnew arch!
β‘ 30-Second TL;DR
What Changed
62% acc at 4x length (40 ops) vs 2-3% for transformers
Why It Matters
Challenges transformer dominance for long-sequence stateful tasks like process simulation. Could inspire efficient on-device architectures beyond attention limits.
What To Do Next
Replicate SFM benchmark on Ascend NPU to test long-seq generalization.
Who should care:Researchers & Academics
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Original source: Reddit r/LocalLLaMA β