paper-with-me

Papers

Tonguescape: Exploring Language Models Understanding of Vowel Articulation

2025-01-29 · Haruki Sakajo, Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

Vowels are primarily characterized by tongue position. Humans have discovered these features of vowel articulation through their own experience and explicit objective observation such as using MRI. With this knowledge and our experience, we can explain and understand the relationship between tongue positions and vowels, and this knowledge is helpful for language learners to learn pronunciation. Since language models (LMs) are trained on a large amount of data that includes linguistic and medical fields, our preliminary studies indicate that an LM is able to explain the pronunciation mechanisms of vowels. However, it is unclear whether multi-modal LMs, such as vision LMs, align textual information with visual information. One question arises: do LMs associate real tongue positions with vowel articulation? In this study, we created video and image datasets from the existing real-time MRI dataset and investigated whether LMs can understand vowel articulation based on tongue positions using vision-based information. Our findings suggest that LMs exhibit potential for understanding vowels and tongue positions when reference examples are provided while they have difficulties without them. Our code for dataset building is available on GitHub.

📄 PDF Abstract BibTeX arXiv:2501.17643

Code (1)

sj-h4/tonguescape-builder 공식 구현

Methods 이 논문이 사용한 방법론

ALIGN In the ALIGN method, visual and language representations are jointly trained from noisy image alt-text data. The image and text encoders are learned via contrastive loss…

Similar Papers 제목 키워드 기반

Language-Independent Approach for Automatic Computation of Vowel Articulation Features in Dysarthric Speech Assessment

2021-08-16 · Yuanyuan Liu, Nelly Penttilä, Tiina Ihalainen, Juulia Lintula 외

Imprecise vowel articulation can be observed in people with Parkinson's disease (PD). Acoustic features measuring vowel articulation have been demonstrated to be effective indicators of PD in its assessment. Standard cli…

Quantification of Tenseness in English and Japanese Tense-Lax Vowels: A Lagrangian Model with Indicator θ1 and Force of Tenseness Ftense(t)

2025-03-05 · Tatsuya Ishizaki

The concept of vowel tenseness has traditionally been examined through the binary distinction of tense and lax vowels. However, no universally accepted quantitative definition of tenseness has been established in any lan…

Consonant-Vowel Transition Models Based on Deep Learning for Objective Evaluation of Articulation

2022-03-18 · Vikram C. Mathad, Julie M. Liss, Kathy Chapman, Nancy Scherer 외

Spectro-temporal dynamics of consonant-vowel (CV) transition regions are considered to provide robust cues related to articulation. In this work, we propose an objective measure of precise articulation, dubbed the object…

Word meaning co-determines vowel-inherent spectral change. A corpus-based investigation of conversational Mandarin

2026-07-23 · Xiaoyun Jin, Mirjam Ernestus, R. Harald Baayen arxiv

This study investigates vowel-inherent spectral change (VISC) in spontaneous conversational Mandarin. Using the generalized additive model and word embeddings from distributional semantics, we show that, when controlling…

Quand nasal est plus que nasal: L'articulation orale des voyelles nasales en fran\ccais (When nasal is more than nasal: Oral articulation of French nasal vowels) [in French]

2012-06-01 · JEPTALNRECITAL 2012 6 · Christopher Carignan