Flexible and Interpretable Accent Distance Measurements

📅 2026-09-10
📈 Citations: 0
✨ Influential: 0
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🤖 AI Summary
本文提出使用发音表示和最优传输方法,解决不同口音差异测量问题,提供了一种可解释且灵活的口音比较框架。
📝 Abstract
Determining the differences between two speakers' accents is a fundamental task in linguistics and speech technology research. The methodology used to measure these differences depends on the specific research area. A phonetics researcher may demonstrate accent variation by comparing vowel formants in paired recordings of individual words. These results will be interpretable, but the recordings will be time-consuming to collect and may not be representative of connected speech. Accented Text-to-Speech (TTS) research has pushed towards using accent embeddings derived from accent classification tasks. These embeddings can be produced from any speech recording, but are not readily interpretable. In this paper, we demonstrate that articulatory representations created through articulatory inversion can be used as an interpretable basis for accent comparison and that optimal transport provides a framework for accent comparison across arbitrary recording types.
Problem

Research questions and friction points this paper is trying to address.

accent differences
interpretability
articulatory representations
Innovation

Methods, ideas, or system contributions that make the work stand out.

articulatory representations
optimal transport
accent comparison
interpretable
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