LLMs exhibit temporal flattening with substantially reduced semantic and cognitive-emotional drift compared to humans, allowing 94% accurate distinction from variability patterns alone.
The collected dataset includes 3,688 full-text arti- cles by 217 unique journalists, each with a continu- ous 5–11-year publication streak
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Temporal Flattening in LLM-Generated Text: Comparing Human and LLM Writing Trajectories
LLMs exhibit temporal flattening with substantially reduced semantic and cognitive-emotional drift compared to humans, allowing 94% accurate distinction from variability patterns alone.