Unverified50% confidenceDecision RuleExact time
In LedgerPrep Lite, model output is not automatically treated as correct; users must be able to view the original document, correct errors and review flagged records.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRather than having the model report its own confidence, Local Receipt Sorter uses built-in rule checkers to automatically flag missing fields, erroneous or future dates, non-positive totals, and rows where the sum of subtotal and tax does not equal the total.65% similarUnverifiedUnder injection bait, weak models treat the injected incorrect numbers as their own calculation results and fabricate verification processes out of thin air, with the explanatory text appearing consistent with genuine verification, making it impossible to detect errors through auditing.64% similarUnverified标准自回归模型逐Token从左到右生成文本，在时间步t仅依赖之前的输出，缺乏自我审查和回溯机制，导致错误积累效应63% similarUnverifiedThe model endpoint may retain prompts according to policies the user has not read.63% similarUnverifiedWriting the ledger row before the first model call (recording intent before recording result) rather than after success is the key design principle for keeping failed runs traceable.63% similar
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