Unverified50% confidenceFactExact time
HiPredict was evaluated on 23,348 test samples drawn from 3,892 observations before the failure occurred.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedThe paper discloses three failed DPO alignment attempts, one controlled data-mix sweep, and a silent failure mode in evaluation methodology.62% similarUnverifiedThe author calls the above benchmark a "smoke test, not a real-world accuracy claim," with a test sample of only 4 receipts (3 of which were used for benchmark evaluation).62% similarUnverifiedOn three annotated datasets, this method has the lowest acceptance error rate among all evaluated methods.61% similarUnverifiedAn audit of three deployed AI medical record tools found that one in every three medical records had a verifiable failure.61% similar
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