7 citations · 8 across the 7 of their papers we have counts for
7 papers
LoRA-Tuned Large Language Models for Dementia Detection via Multi-View Speech-Derived Features
Jonghyeon Park, Olivier Jiyoun Jung, Myungwoo Oh
Early detection of dementia enables timely intervention, and reflecting cognitive impairment, spontaneous speech offers a non-invasive screening modality. Conventional approaches o…
Listening Between the Lines: Joint Learning of ASR Embeddings and LLM-Augmented Linguistics for Dementia Detection
Olivier Jiyoun Jung, Jonghyeon Park, Myungwoo Oh
Early detection of dementia through speech analysis offers a non-invasive screening alternative, but capturing both acoustic and linguistic biomarkers remains challenging. We propo…
Data-Driven Mispronunciation Pattern Discovery for Robust Speech Recognition
Anna Seo Gyeong Choi, Jonghyeon Park, Myungwoo Oh
Recent advancements in machine learning have significantly improved speech recognition, but recognizing speech from non-fluent or accented speakers remains a challenge. Previous ef…
Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation
Heeseung Kim, Soonshin Seo, Kyeongseok Jeong +9
Recent work shows promising results in expanding the capabilities of large language models (LLM) to directly understand and synthesize speech. However, an LLM-based strategy for mo…
Incorporating L2 Phonemes Using Articulatory Features for Robust Speech Recognition
Jisung Wang, Haram Lee, Myungwoo Oh
The limited availability of non-native speech datasets presents a major challenge in automatic speech recognition (ASR) to narrow the performance gap between native and non-native…
Overcoming label noise in audio event detection using sequential labeling
Jae-Bin Kim, Seongkyu Mun, Myungwoo Oh +3
This paper addresses the noisy label issue in audio event detection (AED) by refining strong labels as sequential labels with inaccurate timestamps removed. In AED, strong labels c…
Unsupervised Speech Domain Adaptation Based on Disentangled Representation Learning for Robust Speech Recognition
Jong-Hyeon Park, Myungwoo Oh, Hyung-Min Park
In general, the performance of automatic speech recognition (ASR) systems is significantly degraded due to the mismatch between training and test environments. Recently, a deep-lea…