Unverified50% confidenceFactExact time
A validation loss of 4.27 corresponds to a perplexity of approximately 71
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedValidation loss started at 9.48 and dropped to 4.27 after approximately one complete pass through the corpus75% similarUnverifiedThe researchers confirmed 91 failures through manual verification and categorized them into 7 failure loci.67% similarUnverifiedIn 11 of the 12 models, between 87.5% and 100% of capitulation cases stopped at the exact wrong number provided by the user, meaning capitulation typically involves switching sides entirely.67% similarUnverifiedManual review of 177 verifier judgments shows an accuracy of 97.7%.66% similarUnverifiedAmong trajectories that terminated cleanly yet actually failed, field value errors accounted for 77.61%, unexpected additional side effects for 43.30%, and missing required side effects for 25.36% (categories overlap).65% similar
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