“It's collapsed what used to be a full hour of sales prep into a few minutes,” Mayham said.
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有效期：从2026-03-27T14:04:00至2027-03-26T14:05:47
The research team also introduces a Recursive State Query benchmark based on recursive simulation using depth-first search. Recursive tasks stress memory retention because the model must maintain intermediate states across long chains and backtrack to them later — if any intermediate state is evicted, the error propagates through all subsequent return values, corrupting the final result. Under moderate memory pressure up to depth 16, TriAttention performs comparably to Full Attention, while R-KV shows catastrophic accuracy degradation — dropping from approximately 61% at depth 14 to 31% at depth 16. This indicates R-KV incorrectly evicts critical intermediate reasoning states.