Unverified50% confidenceBenchmarkExact time
With the same number of daily emails, the TabPFN 30% threshold caught 111 of 172 cancellations, logistic regression caught 106, and the best hand-written rule caught 99.
1
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50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
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UnverifiedIn a benchmark of 30 held-out test windows, TabPFN achieved 100.0% overall accuracy, 100.0% shock recall, 0.33 ms CPU latency, 0.0% step-frequency false alarms, and required no training or tuning.66% similarUnverifiedA total of 673 run attempts: 542 completed, 97 stopped due to vendor rate limits (i.e. HTTP 429, 14.4%), 12 sent back for review, 10 requested changes, 8 blocked, 2 crashed, 2 still in progress.66% similarUnverifiedA prompt injection filter that can intercept 99.9% of malicious requests still lets about 10 through when daily request volume reaches 10,000.66% similarUnverifiedIn the prediction experiments the author ran, TabPFN ranked first in all 9 runs: ROC-AUC was 0.721 with 300 historical bookings, 0.766 with 1,000, and 0.778 with 3,000; gradient boosting scored 0.682, 0.702 and 0.747 respectively; logistic regression scored 0.699, 0.741 and 0.749 respectively.63% similarUnverifiedIn tw-exam-bench, the answer-key consistency rate for 31,312 groups of duplicated questions reached 99.91%, and the only 27 discrepancies were verified and attributed one by one.63% similar
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