Unverified50% confidenceFactExact time
Code tests can only check the shape of LLM output (e.g., whether it is valid JSON) but cannot check the judgment; code changes around the model can pass all tests while completely changing the model's conclusions.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSchema enforcement is typically implemented through JSON Schema validation, type systems, or dedicated tool-call interception layers, inserting a deterministic validation step decoupled from model inference before function call parameters are executed.71% similarUnverifiedRegression testing in LLM applications typically verifies whether outputs satisfy a set of constraints, rather than verifying whether outputs are completely identical.70% similarUnverifiedLLM回归测试本质仍是事后验证机制，无法阻止全新类型的失败模式首次进入生产环境68% similarUnverified硬编码模型名称在代码中会导致切换模型时需要全量代码扫描、回归测试和重新部署68% similarVerifiedMutation Testing checks whether test cases are truly effective by deliberately introducing defects into the code.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1005304API
curl https://kongchang.com/api/v1/knowledge/claims/1005304MCP
get_claim(id=1005304)