Article

Failure Geometry as a Constructive Control Paradigm for Large Language Models Attractor-Driven Semantic Collapse Under Hard Termination Constraints

2026-01-07

Abstract excerpt

Large language model (LLM) failures are commonly treated as undesirable artifacts arising from hallucination, misalignment, or insufficient training. In this work, we demonstrate that failure can instead be deliberately constructed, stabilized, and studied as a geometric property of constrained semantic spaces. We present a controlled experimental system in which an instruction-tuned local LLM is placed within a s...

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Literature Corpus work: e3a16acf-cae8-5711-a0a9-96dbb8fadba0
DOI: 10.22541/au.176780584.48279822/v1

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