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From Dispersion to Attraction: Spectral Dynamics of Hallucination Across Whisper

BACKGROUND

1 SIGNALFIRST DETECTED 13 April 2026

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How the story developed

13 Apr

From Dispersion to Attraction: Spectral Dynamics of Hallucination Across Whisper Model Scales

REPORT · WHAT · ArXiv CS.AI

5.6

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21 Apr

Hallucination as Trajectory Commitment: Causal Evidence for Asymmetric Attractor Dynamics in Transformer Generation

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Sample Transform Cost-Based Training-Free Hallucination Detector for Large Language Models

arXiv:2603.22303v1 Announce Type: cross Abstract: Hallucinations in large language models (LLMs) remain a central obstacle to trustworthy deployment, motivating detectors that are

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7 Sept

Reducing Hallucinated Transcripts in Whisper via Hallucination Space Projection

arXiv:2609.04561v1 Announce Type: new Abstract: Whisper is a widely used foundation model for automatic speech recognition (ASR), but its generative decoder can produce fluent

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20 Mar

Spectral Edge Dynamics of Training Trajectories: Signal--Noise Geometry Across Scales

arXiv:2603.15678v2 Announce Type: replace-cross Abstract: Despite hundreds of millions of parameters, transformer training trajectories evolve within only a few coherent

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