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Kaavya Chaparala

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#artificial intelligence Preprint Sep 2026

Pretrained ASR Pseudo-labeling for Noisy Police Audio

This work systematically assess the opportunities and limits of pseudo-labeling to adapt foundation ASR models (Whisper and Qwen3-ASR) to noisy BPC domain corpora from Baltimore and Chicago and introduces a new cross-model pseudo-labeling paradigm where one model is finetuned with pseudo-labels from the other.

Kaavya Chaparala, Su-Yuan Huang, Stephen L. Morgan et al. · 0 citations
Preprint Aug 2026

When Text Misleads: Inconsistent-Aware Reasoning for Audio-Grounded Dialogue

A scalable framework that identifies text-biased surface interpretations and converts disagreement regions into conflict QA examples and develops an agentic-style reasoning framework that converts speech into an Audio Twin, a text-readable representation of localized acoustic cues that exposes acoustic evidence to the...

Yen-Ju Lu, Yu-Zhe Wang, Yao-Han Guan et al. · 1 citation

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