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Reducing Hallucinated Transcripts in Whisper via Hallucination Space Projection

BACKGROUND
1 SIGNALFIRST DETECTED 7 September 2026
Narrative synthesis pending — 1 signal collected.
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26 Mar
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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13 Apr
From Dispersion to Attraction: Spectral Dynamics of Hallucination Across Whisper Model Scales

arXiv:2604.08591v1 Announce Type: cross Abstract: Hallucinations in large ASR models present a critical safety risk. In this work, we propose the \textit{Spectral Sensitivity

REPORT · WHAT · ArXiv CS.AIOPEN STORY
14 Apr
Whisper Hallucination on Silence: Why Your Transcript Loops the Same Phrase

<h2> Whisper Hallucination on Silence: Why Your Transcript Loops the Same Phrase </h2> <h3> The Problem </h3> <p>Have you ever transcribed audio with Whisper (or any ASR model)

REPORT · WHEN · Dev.toOPEN STORY
21 Apr
Hallucination as Trajectory Commitment: Causal Evidence for Asymmetric Attractor Dynamics in Transformer Generation

arXiv:2604.15400v1 Announce Type: cross Abstract: We present causal evidence that hallucination in autoregressive language models is an early trajectory commitment governed by

REPORT · HOW · ArXiv CS.AIOPEN STORY
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