Abstract
Although Large Language Models (LLMs) excel at generating fluent text at a local level, LLMs struggle to consistently maintain the structure and coherence of generated text over long documents and across different levels of detail. Techniques proposed herein introduce a system and method for enhancing text generation through a structured layered synthesis approach.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Gupta, Saurabh and Morandi, Andrea, "STRUCTURED LAYERED SYNTHESIS FOR GENERATING COHERENT AND SCALE-CONSISTENT TEXT", Technical Disclosure Commons, (October 27, 2025)
https://www.tdcommons.org/dpubs_series/8789
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