Cover Image

Breaking the Transcription Bottleneck: Fine-tuning ASR Models for Extremely Low-Resource Fieldwork Languages

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liang, Siyu, Levow, Gina-Anne
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exploring the Impact of Data Quantity on ASR in Extremely Low-resource Languages
by: Cheng, Yao-Fei, et al.
Published: (2024)

GigaSpeech 2: An Evolving, Large-Scale and Multi-domain ASR Corpus for Low-Resource Languages with Automated Crawling, Transcription and Refinement
by: Yang, Yifan, et al.
Published: (2024)

The Sound of Healthcare: Improving Medical Transcription ASR Accuracy with Large Language Models
by: Adedeji, Ayo, et al.
Published: (2024)

Empowering Low-Resource Language ASR via Large-Scale Pseudo Labeling
by: Bhogale, Kaushal Santosh, et al.
Published: (2024)

Towards Inclusive ASR: Investigating Voice Conversion for Dysarthric Speech Recognition in Low-Resource Languages
by: Li, Chin-Jou, et al.
Published: (2025)

Evaluating Standard and Dialectal Frisian ASR: Multilingual Fine-tuning and Language Identification for Improved Low-resource Performance
by: Amooie, Reihaneh, et al.
Published: (2025)

Extending Whisper with prompt tuning to target-speaker ASR
by: Ma, Hao, et al.
Published: (2023)

Mind the Gap: Entity-Preserved Context-Aware ASR Structured Transcriptions
by: Altinok, Duygu
Published: (2025)

Whisper Turns Stronger: Augmenting Wav2Vec 2.0 for Superior ASR in Low-Resource Languages
by: Anidjar, Or Haim, et al.
Published: (2024)

Performance Analysis of Speech Encoders for Low-Resource SLU and ASR in Tunisian Dialect
by: Mdhaffar, Salima, et al.
Published: (2024)

ASR-EC Benchmark: Evaluating Large Language Models on Chinese ASR Error Correction
by: Wei, Victor Junqiu, et al.
Published: (2024)

Improving Spoken Language Modeling with Phoneme Classification: A Simple Fine-tuning Approach
by: Poli, Maxime, et al.
Published: (2024)

Speaker Diarization for Low-Resource Languages Through Wav2vec Fine-Tuning
by: Abdullah, Abdulhady Abas, et al.
Published: (2025)

Effects of Speaker Count, Duration, and Accent Diversity on Zero-Shot Accent Robustness in Low-Resource ASR
by: Yong, Zheng-Xin, et al.
Published: (2025)

ASR Error Correction using Large Language Models
by: Ma, Rao, et al.
Published: (2024)

Beyond Transcription: Mechanistic Interpretability in ASR
by: Glazer, Neta, et al.
Published: (2025)

MSA-ASR: Efficient Multilingual Speaker Attribution with frozen ASR Models
by: Nguyen, Thai-Binh, et al.
Published: (2024)

XLS-R Deep Learning Model for Multilingual ASR on Low- Resource Languages: Indonesian, Javanese, and Sundanese
by: Arisaputra, Panji, et al.
Published: (2024)

Overcoming Data Scarcity in Multi-Dialectal Arabic ASR via Whisper Fine-Tuning
by: Özyilmaz, Ömer Tarik, et al.
Published: (2025)

Effective Text Adaptation for LLM-based ASR through Soft Prompt Fine-Tuning
by: Ma, Yingyi, et al.
Published: (2024)

Large Language Model Should Understand Pinyin for Chinese ASR Error Correction
by: Li, Yuang, et al.
Published: (2024)

PromptASR for contextualized ASR with controllable style
by: Yang, Xiaoyu, et al.
Published: (2023)

Position-invariant Fine-tuning of Speech Enhancement Models with Self-supervised Speech Representations
by: Meghanani, Amit, et al.
Published: (2026)

Alzheimer Disease Classification through ASR-based Transcriptions: Exploring the Impact of Punctuation and Pauses
by: Gómez-Zaragozá, Lucía, et al.
Published: (2023)

Fotheidil: an Automatic Transcription System for the Irish Language
by: Lonergan, Liam, et al.
Published: (2024)

Multistage Fine-tuning Strategies for Automatic Speech Recognition in Low-resource Languages
by: Pillai, Leena G, et al.
Published: (2024)

Adaptability of ASR Models on Low-Resource Language: A Comparative Study of Whisper and Wav2Vec-BERT on Bangla
by: Ridoy, Md Sazzadul Islam, et al.
Published: (2025)

ManWav: The First Manchu ASR Model
by: Seo, Jean, et al.
Published: (2024)

SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations
by: Meghanani, Amit, et al.
Published: (2024)

Multilingual and Fully Non-Autoregressive ASR with Large Language Model Fusion: A Comprehensive Study
by: Huang, W. Ronny, et al.
Published: (2024)

Speech Emotion Recognition with ASR Transcripts: A Comprehensive Study on Word Error Rate and Fusion Techniques
by: Li, Yuanchao, et al.
Published: (2024)

Efficient Multilingual ASR Finetuning via LoRA Language Experts
by: Li, Jiahong, et al.
Published: (2025)

Performant ASR Models for Medical Entities in Accented Speech
by: Afonja, Tejumade, et al.
Published: (2024)

WER We Stand: Benchmarking Urdu ASR Models
by: Arif, Samee, et al.
Published: (2024)

Interventional Speech Noise Injection for ASR Generalizable Spoken Language Understanding
by: Jung, Yeonjoon, et al.
Published: (2024)

AutoMode-ASR: Learning to Select ASR Systems for Better Quality and Cost
by: Gündüz, Ahmet, et al.
Published: (2024)

Speechless: Speech Instruction Training Without Speech for Low Resource Languages
by: Dao, Alan, et al.
Published: (2025)

Methods to Increase the Amount of Data for Speech Recognition for Low Resource Languages
by: Ayrapetyan, Alexan, et al.
Published: (2025)

Bemba Speech Translation: Exploring a Low-Resource African Language
by: Farouq, Muhammad Hazim Al, et al.
Published: (2025)

Weighted Cross-entropy for Low-Resource Languages in Multilingual Speech Recognition
by: Piñeiro-Martín, Andrés, et al.
Published: (2024)