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arXiv3h ago
4.8

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

Ivan Viakhirev, Kirill Borodin, Grach Mkrtchian

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
audioinferencesafetywhisper

Opportunity Brief

Develop an analysis tool that maps the eigenspectra of activation graphs in ASR models. This provides developers with a diagnostic tool to predict and mitigate hallucinations in real-time inference.

Suggested repo: spectral-sense

"Predict model hallucinations before they happen using spectral dynamics."

Estimated effort: 60h