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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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The Measurement Unit Was Wrong: Semantic Ignition in Transformers Is a Well-Cluster Ensemble Event, Not a Single-Well Event

ESCT v10.0 Theoretical Revision, AGI Fly Hypothesis v0.4, and the First Cue-Causal Evidence (R44–R60)
Authors: JHANG, RONG JHOU;

The Measurement Unit Was Wrong: Semantic Ignition in Transformers Is a Well-Cluster Ensemble Event, Not a Single-Well Event

Abstract

We have been measuring the right phenomenon with the wrong unit. ESCT’s minimal dynamical equation correctly describes collective semantic attractor-well dynamics. But K2 experiments measured single-well entrance traces — averaging 18 polysemous word signals from a population of billions of heterogeneous well-cluster ensembles. The dilution was structural: like measuring a retinal image by averaging across 18 individual photoreceptors. ESCT v10.0 corrects the measurement ontology: the state variable C(t) is the collective differentiation state of a nested well-cluster ensemble, not the activation of one isolated well. This single reinterpretation unifies all K2 findings. Weak ΔD signals (+0.077): expected diluted ensemble average. Cross-model failure (R48): different training histories produce different ensemble fingerprint distributions. High-layer reversal in bark and ring (R53, R58b): ensemble-level re-negotiation overriding local well preliminary signals. Layer-12 output commitment (R59): ensemble convergence, not single-layer decision. Cue-causal output flips (R60, max |Δout| = 0.814): collective basin phase transitions triggered by removing locking cues. AGI Fly Hypothesis v0.4 derives the correct structural conclusion: the fly is not a controller behind the compound eyes. The fly IS the compound-eye ensemble’s emergent collective dynamics. The gaze is the alignment. There is no homunculus. measurement ontology; well-cluster ensemble; semantic ignition; collective alignment; cue-causal arbitration; transformer interpretability; default-prior bias; phase transition; nested attractor wells; BERT; ESCT v10.0; AGI Fly Hypothesis v0.4 well-cluster ensemble · measurement ontology · semantic ignition · collective dynamics · emergent control · cue-causal arbitration · default-prior bias · locking threshold · nested attractor wells · transformer interpretability · BERT · ESCT v10.0

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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