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Graph-Based Phonetic Error Correction of Noisy ASR

arXiv cs.CL · 2d ago Cached

Proposes G-SPIN, a lightweight framework that combines phonetic graph modeling with contextual language understanding for correcting ASR errors, using a GNN to generate phonetically plausible candidate tokens, an MLM for local scoring, and an LLM for final re-ranking, all operating at inference time.

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#phonetic-modeling

Phonetic Modeling of Dialectal Variation in Vietnamese Speech

arXiv cs.CL · 2026-05-26 Cached

This paper proposes a dialect-aware phonetic framework for modeling phonetic variation in Vietnamese ASR, decomposing syllables into structured components and mapping them to dialect-specific IPA representations. The approach matches pretrained baselines with fewer parameters and no external pretraining on the UIT-ViMD multi-dialect dataset.

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