Verified65% confidenceFactExact time
The root cause of citation hallucination is that LLMs learn linguistic patterns by predicting the next word, and no factual database for real-time verification is embedded in the training process.
3
Sources
65%
Confidence
Long-term
Relevance
7/13/2026
First Seen
Sources
Open-Source MCP Server: Automatically Verifying the Authenticity of AI-Generated Paper Citations
redditr/learnmachinelearning7/10/2026
Related Claims
Unverified引用幻觉是LLM统计学习本质的必然产物，模型进行统计插值而非从真实文献数据库检索81% similarVerifiedCitation hallucination is a special subtype of the hallucination problem in large language models, with its technical root cause being that LLMs learn the probability distribution of token sequences rather than precise memorization of real-world facts.80% similarUnverifiedThe root cause of hallucination lies in the fact that LLMs are fundamentally predicting the next most probable token rather than looking up facts in a database.80% similarVerified大模型幻觉的技术本质在于模型在训练时学习的是语言模式的概率分布而非事实本身79% similarUnverified主流LLM的预训练采用下一个token预测作为目标，优化的是语言建模损失而非事实准确性78% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/500084API
curl https://kongchang.com/api/v1/knowledge/claims/500084MCP
get_claim(id=500084)