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To estimate the probability Q(v) for some token v in S, we assume that the gumbel noise on all other tokens remains the same and compute the probability that if we resampled the gumbel noise on v, the new value would exceed the (k+1)st highest noised-up log probability
from the top result below
https://blog.character.ai/squinch/
Optimizing Large-Scale Pretraining at Character
https://blog.character.ai/rss/
ai/lorebook/6a60740f8728a900017764f9Fri, 24 Jul 2026 17:00:43 GMT
Today, Character