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Training-Free Pronunciation Transcription via Text-Constrained Acoustic Rescoring

arXiv cs.CL ↗ · 2026-09-28 Cached

This paper proposes a training-free pipeline for pronunciation transcription that integrates lexical resources and acoustic models to achieve low error rates and high efficiency, outperforming baselines including commercial multimodal LLMs.

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Towards Stress-Aware Sentence-Level Filipino G2P With Weakly-Supervised ByT5 Fine-Tuning

arXiv cs.CL ↗ · 2026-09-10 Cached

This paper investigates weakly-supervised ByT5 fine-tuning for stress-aware sentence-level Filipino grapheme-to-phoneme conversion, achieving significant improvements in phoneme and character error rates on a manually-corrected test set.

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FastThaiG2P: Lightning-fast Thai Grapheme-to-phoneme Conversion for Voice Agent Pipelines

arXiv cs.CL ↗ · 2026-08-14 Cached

This paper presents FastThaiG2P, a sub-millisecond Thai grapheme-to-phoneme conversion tool for TTS pipelines, achieving 0.15 ms average latency on a 27k-utterance benchmark. The authors demonstrate it by training a StyleTTS 2 Thai TTS model on a phonemized 20-hour open dataset.

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