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128K context: no proportional attention increase

Enjoyed this experiment — 128K context is great but you don’t get proportionally more attention. Each output token can only consider so much. Translation — fine
Extraction, doc Q&A — maybe?
Parity bit of input — absurd; the model is not a god

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