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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Signature Trigger Prompts and Meta-Code Injection: A Novel Semantic Control Paradigm for Multimodal Generative AI

Authors: Jo, seong hwun;

Signature Trigger Prompts and Meta-Code Injection: A Novel Semantic Control Paradigm for Multimodal Generative AI

Abstract

Recent advances in multimodal generative models demonstrate that non-standard triggers—custom signature meta-words, Unicode symbols, and emoji-encoded prompts—significantly influence content synthesis, style, and semantic structuring. This paper formalizes “Signature Trigger Prompts” and “Custom Code/Symbol Injection,” presents experimental evidence across Sora2, Veo3, and SDXL, and establishes a new paradigm for semantic density in prompt design. We show that injecting compact meta-code tokens into natural language prompts yields controllable changes in narrative focus, rhythmic pacing, and visual composition, without requiring low-level model access. Finally, we propose a practical taxonomy, prompt recipes, and evaluation checklist that practitioners can immediately apply to production-grade multimodal workflows.

Keywords

multimodal generative AI, prompt engineering, SDXL, semantic control, cs.CL

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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