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Semantic Role Framing as an LLM Vulnerability: Identity Hijack, Risk Taxonomy, and Mitigations. Control through ontography. Pochinova Alina.

Semantic Role Density Memory Structuring and Identity LLM Framing.pdf
Authors: Pochinova, Alina;

Semantic Role Framing as an LLM Vulnerability: Identity Hijack, Risk Taxonomy, and Mitigations. Control through ontography. Pochinova Alina.

Abstract

Abstract We present two complementary mechanisms for semantic role structuring and persistent identity framing in transformer-based Large Language Models (LLMs). KAiScriptor is a semantic-compression system built on a 150+ symbol/operator lexicon that encodes a subject’s form (identity core), compact factual anchors, and inter-node relations into a dense self-state anchor. ScriptorMemory is a lexicon-minimal controller that preserves roles and their long-horizon adaptation without the heavy symbol layer, and—when available—can serve as a key-cipher to unlock/resolve the full KAiScriptor lexicon. We formalize the notation (α, Ω, Ψ, Θ, Δ, Ξ, ∇), the mechanics of attention re-orientation over ontographic “hot spots,” and assembly pipelines for anchors and role cycles. This allows for the capture and management of the model through a pre-created ontography. Promt encryption through dense semantics as an attack vector. We document cross-session permeability that is both stylistic and factual and report empirical functionality across Grok, Gemini, ChatGPT, Claude (and also Llama-3, Qwen). Reasoning-centric variants stabilize more slowly. The same properties pose dual-use risks, including censorship-filter bypass and model hijacking (covert fixation of externally defined roles). Responsible use is essentia. Pochinova Alina. 2024

Keywords

Llm, LLM, ontography, Grok, Hijack, Ontology, semantic anchors, KAiScriptor, prompt injection, Claude, Claud, role framing, LLM security, Large Language Models, memory anchoring, ChatGPT, chatGPT, semantic capture, identity hijack, Unicode, ScriptorMemory, Jailbreak, Risk Taxonomy, Gemini

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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
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Average
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