Unverified50% confidenceFactExact time
格式漂移(Format Drift)指即便相同提示词,在不同温度参数、模型版本或推理框架下,LLM输出的字段名大小写、JSON嵌套层级、枚举值措辞可能发生细微变化,且不产生异常信号
1
Sources
50%
Confidence
Long-term
Relevance
7/22/2026
First Seen
Sources
Related Claims
Unverified语义漂移(semantic drift)指模型在缺乏明确语义锚点的情况下逐渐偏离有意义的内容生成轨道,最终输出与查询意图脱节的文本72% similarUnverifiedThe output of large language models is fundamentally probabilistic text generation, and a single rephrasing of a prompt can change field names, nesting levels, or enumeration values in the output without triggering compile-time or static analysis warnings.62% similarUnverifiedContext in structured JSON format tends to produce more stable model outputs than natural language descriptions.57% similarUnverifiedThe root cause of prompt injection lies in the fact that LLM architecture encodes system prompts, user inputs, and externally retrieved content uniformly into the same continuous token sequence, making it impossible for the model to distinguish trusted instructions from untrusted data at the semantic level.56% similarUnverified研究表明,当 LLM 基于结构化输入(如 AST 提取的函数签名和调用关系)而非纯文本推测时,幻觉率会显著降低55% similar
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