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arXiv3d ago
4.3

Temporal Flattening in LLM-Generated Text: Comparing Human and LLM Writing Trajectories

Zhanwei Cao, YeoJin Go, Yifan Hu, Shanu Sushmita

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Analysis

Viral velocity
low
Implementation gapYES
Novelty5/10
Categorypaper
Topics
inferencerag

Opportunity Brief

Build a longitudinal memory layer for stateless LLMs that maintains stylistic consistency over thousands of interaction steps.

Suggested repo: chronos-llm

"Give your chatbot a long-term writing personality."

Estimated effort: 70h