Unverified50% confidenceSolutionExact time
A two-layer evaluation architecture should first use zero-cost deterministic structural checks (JSON validity, schema matching, language drift, enum values) to filter, and then call an LLM judge on the payloads that pass.
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50%
Confidence
Long-term
Relevance
8/29/2026
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Related Claims
UnverifiedNot all evaluations require an LLM; Deterministic Evaluation can be used in scenarios such as checking whether JSON output is valid, whether the schema is correct, or whether required fields are present.71% similarUnverifiedPerforming deterministic validation on tool-call payloads (precisely checking parameters such as date, timezone, account, and duration) is preferable to having another LLM judge whether the result is reasonable, because deterministic validation has a zero false-positive rate.69% similarUnverified使用JSON Schema验证将质量保障从人工审核下沉到自动化验证层，是LLM应用从Demo走向生产级系统的核心工程方法论68% similarUnverified在每个数据交接点添加JSON Schema校验可将结构性不匹配从运行时深层故障提前到开发阶段即可捕获66% similarUnverified多Agent系统中防范级联失败需要多层机制：JSON Schema结构化验证并重试、置信度评分与人工审核、幂等性设计、以及人机协同节点66% similar
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