Verified80% confidenceFactTime unknown
The root cause of LLM hallucination lies in the autoregressive generation mechanism—the model predicts the next Token based on a probability distribution rather than genuine logical reasoning.
19
Sources
80%
Confidence
Long-term
Relevance
6/1/2026
First Seen
Sources
多Agent应用实战：从零构建AI多智能体协作工作流
bilibiliseekskyworld
Related Entities
Related Claims
VerifiedThe essence of LLMs is statistical probability-based sequence prediction rather than true logical reasoning, which creates inherent limitations when handling long-context dependencies, global architectural consistency, and complex edge cases.80% similarUnverifiedThe autoregressive generation mechanism of traditional LLMs determines that they predict token by token in a forward direction, lacking a natural ability to look back.79% similarPartially VerifiedLLMs use an autoregressive generation mechanism, sampling the next token at each step based solely on a probability distribution.79% similar
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