Unverified90% confidenceFactTime unknown
合成数据的反馈循环会导致模型崩溃，表现为词汇单一化、句子结构趋同、长尾内容消失
1
Sources
90%
Confidence
Long-term
Relevance
5/31/2026
First Seen
Sources
Related Entities
Related Claims
Unverified端到端模型改变的主要是架构，而许多失败模式（噪声、口音、语码转换）的根源在于数据分布而非架构69% similarUnverified标准自回归模型逐Token从左到右生成文本，在时间步t仅依赖之前的输出，缺乏自我审查和回溯机制，导致错误积累效应69% similarUnverifiedIf the deployment platform's parser cannot correctly recognize tool call tokens and treats them as plain text, the model will enter a waiting state and continuously repeat its reasoning, forming a dead loop.68% similarUnverifiedWhen a model's responses become incoherent, fail to address the question, or invoke the wrong tools, it is a signal of context window drift and a new conversation should be started.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/9800API
curl https://kongchang.com/api/v1/knowledge/claims/9800MCP
get_claim(id=9800)