Expired50% confidenceFactExact time
During the tests, both models had thinking intensity set to "High," the account was at the 5X Pro tier, and the eight tests plus other tasks consumed 80% of the weekly quota over two days.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
9/18/2026
First Seen
Valid until: 10/2/2026(expired)
Sources
Related Entities
Related Claims
UnverifiedCompared to extra high, the Max level consumes up to twice as many tokens, but delivers only a 4% to 10% performance improvement across various benchmarks.72% similarUnverifiedIn the experimental design, the AI used an 8:2 split to reserve 20% as an independent test set, and applied 5-fold cross-validation on the 80% training set to avoid data leakage.71% similarUnverifiedThe 82 tasks in OS World were not run under identical conditions—half of the tasks retained the original baseline scores, and the invested resources and number of attempts also differed—so the 7-percentage-point improvement cannot be entirely attributed to memory.70% similarUnverifiedIn Alto's optimization case, the goal was to achieve a homepage score above 90, with a maximum of 5 attempts, checked by an independent Evaluator, ending only when the target was met or the round limit was reached.70% similarUnverified实验采用8:2比例划分数据，20%作为内部测试集，训练集内部使用5折交叉验证，并移除重复记录以避免数据泄漏68% similar
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