Data Augmentation for the Post-Stroke Speech Transcription (PSST) Challenge: Sometimes Less is More

J Yuan, X Cai, K Church - … of the RaPID Workshop-Resources and …, 2022 - aclanthology.org
We employ the method of fine-tuning wav2vec2. 0 for recognition of phonemes in aphasic
speech. Our effort focuses on data augmentation, by supplementing data from both in …

The post-stroke speech transcription (PSST) challenge

RC Gale, M Fleegle, G Fergadiotis… - Proceedings of the …, 2022 - aclanthology.org
We present the outcome of the Post-Stroke Speech Transcription (PSST) challenge. For the
challenge, we prepared a new data resource of responses to two confrontation naming tests …

Speech data augmentation for improving phoneme transcriptions of aphasic speech using wav2vec 2.0 for the psst challenge

B Moëll, J O'Regan, S Mehta, A Kirkland… - 13th Language …, 2022 - diva-portal.org
As part of the PSST challenge, we explore how data augmentations, data sources, and
model size affect phoneme transcription accuracy on speech produced by individuals with …

Uncovering the Potential for a Weakly Supervised End-to-End Model in Recognising Speech from Patient with Post-Stroke Aphasia

G Sanguedolce, PA Naylor… - Proceedings of the 5th …, 2023 - aclanthology.org
Post-stroke speech and language deficits (aphasia) significantly impact patients' quality of
life. Many with mild symptoms remain undiagnosed, and the majority do not receive the …

[PDF][PDF] LREC 2022 Language Resources and Evaluation Conference 20-25 June 2022

D Kokkinakis, CK Themistocleous, KL Fors, A Tsanas… - 2022 - aclanthology.org
Welcome to the LREC2022 Workshop on" Resources and ProcessIng of linguistic, para-
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …

Post-Stroke Speech Transcription Challenge (Task B): Correctness Detection in Anomia Diagnosis with Imperfect Transcripts

T Tran - Proceedings of the RaPID Workshop-Resources and …, 2022 - aclanthology.org
Aphasia is a language disorder that affects millions of adults worldwide annually; it is most
commonly caused by strokes or neurodegenerative diseases. Anomia, or word finding …

Automated speech recognition in adult stroke survivors: Comparing human and computer transcriptions

A Jacks, KL Haley, G Bishop, TG Harmon - Folia Phoniatrica et …, 2019 - karger.com
Objective: Speech sound errors are common in people with a variety of communication
disorders and can result in impaired message transmission to listeners. Valid and reliable …

Careful Whisper--leveraging advances in automatic speech recognition for robust and interpretable aphasia subtype classification

L Wagner, M Zusag, T Bloder - arXiv preprint arXiv:2308.01327, 2023 - arxiv.org
This paper presents a fully automated approach for identifying speech anomalies from voice
recordings to aid in the assessment of speech impairments. By combining Connectionist …

[PDF][PDF] Improving Automatic Recognition of Aphasic Speech with AphasiaBank.

D Le, EM Provost - Interspeech, 2016 - isca-archive.org
Automatic recognition of aphasic speech is challenging due to various speech-language
impairments associated with aphasia as well as a scarcity of training data appropriate for …

[PDF][PDF] Proceedings of the RaPID Workshop-Resources and ProcessIng of linguistic, para-linguistic and extra-linguistic Data from people with various forms of …

D Kokkinakis, CK Themistocleous, KL Fors… - Proceedings of the …, 2022 - aclanthology.org
Welcome to the LREC2022 Workshop on" Resources and ProcessIng of linguistic, para-
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …