[KongchangAI]
Expired65% confidenceFactExact time

Large language model text generation is an autoregressive serial process that produces only one token at a time, making it impossible to fully parallelize the output stage, with higher computational intensity than the input encoding stage.

3
Sources
65%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen

This claim has expired. It is kept for the record and no longer describes the current state.

Valid until: 9/30/2026(expired)

Sources

AI聚合平台免费用顶级模型?冷静分析与避坑指南
bilibili子非鱼EE6/4/2026

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