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ZENODO
Preprint . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Semantic Field of View: Predictive Memory Loading for Neurosymbolic Conversational AI

Authors: Head, Hank;

Semantic Field of View: Predictive Memory Loading for Neurosymbolic Conversational AI

Abstract

This paper presents Semantic Field of View (SFoV), a predictive memory loading mechanism for neurosymbolic AI systems inspired by level-of-detail rendering in 3D video games. Just as games pre-load terrain in the player's direction of travel, SFoV pre-loads knowledge along the conversation's semantic trajectory. The architecture implements topic temperature tracking, graph-based trajectory prediction, parallel background preparation, and WHY-list generation for curiosity-driven question tracking. Validation demonstrates 76.2% next-topic prediction accuracy and 42.8% automatic question answering rate from the knowledge graph.

Keywords

knowledge graphs, level-of-detail, neurosymbolic AI, predictive memory, conversational AI

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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
Green