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Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won't Catch

中文摘要

即使JSON格式正确,LLM生成的数据仍可能存在事实或逻辑错误。本文探讨了五种验证器无法检测出的失效模式。

English Summary

Even with valid JSON schemas, LLMs can produce factually incorrect data. This article explores five failure modes that constrained decoding and validators cannot detect.

原文节选

Five failure modes that survive constrained decoding, and why your schema validator will never catch them. The post Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won't Catch appeared first on Towards Data Science.