Unverified50% confidenceCautionExact time
当提示词包含小众、模糊或依赖特定文化背景的指代时，文生图模型只能基于统计概率进行猜测，结果容易偏离用户意图
1
Sources
50%
Confidence
Long-term
Relevance
7/20/2026
First Seen
Sources
Related Claims
Unverified分词特征差异发生在推理链路底层，难以通过提示工程掩盖，可作为模型识别手段71% similarUnverified自回归模型将联合概率拆解为逐步条件概率的乘积，通过因果注意力掩码确保每个token只能看到左侧历史信息71% similarVerifiedThe hallucination problem in large language models stems from their nature as statistical probability-based sequential prediction systems, where generated tokens are based on conditional probability maximization rather than genuine logical reasoning.70% similarUnverified循环论证偏差指当特征本身隐含标签信息时模型看似准确率极高实则用答案预测答案70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/566502API
curl https://kongchang.com/api/v1/knowledge/claims/566502MCP
get_claim(id=566502)