Unverified50% confidenceCautionExact time
Back-translation (translating model output back into the source language) should be used with caution as a primary QA method, because models often smooth over exactly the errors you are trying to find.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
Unverified对于确定性逻辑故障（模型输出缺陷）应搭建自纠错闭环，把结构化报错信息回传给大模型重新生成参数68% similarUnverifiedThe recommended process is to transpile first, and escalate to re-querying the model only when the target engine's execution result is inconsistent with the source.66% similarUnverifiedSystem prompt leakage stems from how the model works — the model reads and repeats back the text in front of it, rather than being some code defect that can be patched.66% similarUnverifiedAfter current mainstream large language models form incorrect premises early in their reasoning, subsequent steps tend to rationalize those premises to maintain consistency rather than backtracking to correct them.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1067126API
curl https://kongchang.com/api/v1/knowledge/claims/1067126MCP
get_claim(id=1067126)