Structured Intent as a Protocol-Like Communication Layer: Cross-Model Robustness, Framework Comparison, and the Weak-Model Compensation Effect

By: Peng Gang

Published: 2026-04-01

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Abstract

This paper presents structured intent as a protocol-like communication layer, exploring its cross-model robustness, framework comparison, and the weak-model compensation effect. It is the third paper in a series on PPS and 5W3H structured intent representation, extending prior work to cross-model robustness, framework comparison, and user-study validation.

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Structured Intent as a Protocol-Like Communication Layer: Cross-Model Robustness, Framework Comparison, and the Weak-Model Compensation Effect | ArXiv Intelligence