Continued Pretraining for Low-Resource Swahili ASR: Achieving State-of-the-Art Performance with Minimal Labeled Data
Fuente:
arXiv
Saved in:
| Main Authors: | Mutisya, Hillary, Mugane, John |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Edge-ASR: Towards Low-Bit Quantization of Automatic Speech Recognition Models
by: Feng, Chen, et al.
Published: (2025)
by: Feng, Chen, et al.
Published: (2025)
Houston we have a Divergence: A Subgroup Performance Analysis of ASR Models
by: Koudounas, Alkis, et al.
Published: (2024)
by: Koudounas, Alkis, et al.
Published: (2024)
Speech Separation with Pretrained Frontend to Minimize Domain Mismatch
by: Wang, Wupeng, et al.
Published: (2024)
by: Wang, Wupeng, et al.
Published: (2024)
Speech Diarization and ASR with GMM
by: Sharma, Aayush Kumar, et al.
Published: (2023)
by: Sharma, Aayush Kumar, et al.
Published: (2023)
Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR Models
by: Miara, Victor, et al.
Published: (2024)
by: Miara, Victor, et al.
Published: (2024)
Unsupervised ASR via Cross-Lingual Pseudo-Labeling
by: Likhomanenko, Tatiana, et al.
Published: (2023)
by: Likhomanenko, Tatiana, et al.
Published: (2023)
Cross-utterance ASR Rescoring with Graph-based Label Propagation
by: Tankasala, Srinath, et al.
Published: (2023)
by: Tankasala, Srinath, et al.
Published: (2023)
XLS-R Deep Learning Model for Multilingual ASR on Low- Resource Languages: Indonesian, Javanese, and Sundanese
by: Arisaputra, Panji, et al.
Published: (2024)
by: Arisaputra, Panji, et al.
Published: (2024)
Adversarial training of Keyword Spotting to Minimize TTS Data Overfitting
by: Park, Hyun Jin, et al.
Published: (2024)
by: Park, Hyun Jin, et al.
Published: (2024)
Breaking Down Power Barriers in On-Device Streaming ASR: Insights and Solutions
by: Li, Yang, et al.
Published: (2024)
by: Li, Yang, et al.
Published: (2024)
Adapter-Based Multi-Agent AVSR Extension for Pre-Trained ASR Models
by: Simic, Christopher, et al.
Published: (2025)
by: Simic, Christopher, et al.
Published: (2025)
EM-TTS: Efficiently Trained Low-Resource Mongolian Lightweight Text-to-Speech
by: Liang, Ziqi, et al.
Published: (2024)
by: Liang, Ziqi, et al.
Published: (2024)
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription
by: Cwitkowitz, Frank, et al.
Published: (2023)
by: Cwitkowitz, Frank, et al.
Published: (2023)
Hierarchical Label Propagation: A Model-Size-Dependent Performance Booster for AudioSet Tagging
by: Tuncay, Ludovic, et al.
Published: (2025)
by: Tuncay, Ludovic, et al.
Published: (2025)
Evaluation of Speech Foundation Models for ASR on Child-Adult Conversations in Autism Diagnostic Sessions
by: Ashvin, Aditya, et al.
Published: (2024)
by: Ashvin, Aditya, et al.
Published: (2024)
CJST: CTC Compressor based Joint Speech and Text Training for Decoder-Only ASR
by: Zhou, Wei, et al.
Published: (2024)
by: Zhou, Wei, et al.
Published: (2024)
Comparative Study on Noise-Augmented Training and its Effect on Adversarial Robustness in ASR Systems
by: Pizzi, Karla, et al.
Published: (2024)
by: Pizzi, Karla, et al.
Published: (2024)
TeLeS: Temporal Lexeme Similarity Score to Estimate Confidence in End-to-End ASR
by: Ravi, Nagarathna, et al.
Published: (2024)
by: Ravi, Nagarathna, et al.
Published: (2024)
Evaluating Standard and Dialectal Frisian ASR: Multilingual Fine-tuning and Language Identification for Improved Low-resource Performance
by: Amooie, Reihaneh, et al.
Published: (2025)
by: Amooie, Reihaneh, et al.
Published: (2025)
Investigating the Effect of Label Topology and Training Criterion on ASR Performance and Alignment Quality
by: Raissi, Tina, et al.
Published: (2024)
by: Raissi, Tina, et al.
Published: (2024)
A Data-Centric Framework for Machine Listening Projects: Addressing Large-Scale Data Acquisition and Labeling through Active Learning
by: Naranjo-Alcazar, Javier, et al.
Published: (2024)
by: Naranjo-Alcazar, Javier, et al.
Published: (2024)
Wav2code: Restore Clean Speech Representations via Codebook Lookup for Noise-Robust ASR
by: Hu, Yuchen, et al.
Published: (2023)
by: Hu, Yuchen, et al.
Published: (2023)
TACOS: Temporally-aligned Audio CaptiOnS for Language-Audio Pretraining
by: Primus, Paul, et al.
Published: (2025)
by: Primus, Paul, et al.
Published: (2025)
Empowering Low-Resource Language ASR via Large-Scale Pseudo Labeling
by: Bhogale, Kaushal Santosh, et al.
Published: (2024)
by: Bhogale, Kaushal Santosh, et al.
Published: (2024)
Low-Resource Cross-Domain Singing Voice Synthesis via Reduced Self-Supervised Speech Representations
by: Kakoulidis, Panos, et al.
Published: (2024)
by: Kakoulidis, Panos, et al.
Published: (2024)
SC-MoE: Switch Conformer Mixture of Experts for Unified Streaming and Non-streaming Code-Switching ASR
by: Ye, Shuaishuai, et al.
Published: (2024)
by: Ye, Shuaishuai, et al.
Published: (2024)
Causal Self-supervised Pretrained Frontend with Predictive Code for Speech Separation
by: Wang, Wupeng, et al.
Published: (2025)
by: Wang, Wupeng, et al.
Published: (2025)
From Weak to Strong Sound Event Labels using Adaptive Change-Point Detection and Active Learning
by: Martinsson, John, et al.
Published: (2024)
by: Martinsson, John, et al.
Published: (2024)
HiSSNet: Sound Event Detection and Speaker Identification via Hierarchical Prototypical Networks for Low-Resource Headphones
by: Shashaank, N, et al.
Published: (2023)
by: Shashaank, N, et al.
Published: (2023)
LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation
by: Kamahori, Keisuke, et al.
Published: (2025)
by: Kamahori, Keisuke, et al.
Published: (2025)
USM-SCD: Multilingual Speaker Change Detection Based on Large Pretrained Foundation Models
by: Zhao, Guanlong, et al.
Published: (2023)
by: Zhao, Guanlong, et al.
Published: (2023)
uaMix-MAE: Efficient Tuning of Pretrained Audio Transformers with Unsupervised Audio Mixtures
by: Tabassum, Afrina, et al.
Published: (2024)
by: Tabassum, Afrina, et al.
Published: (2024)
Convolutional Neural Network Achieves Human-level Accuracy in Music Genre Classification
by: Dong, Mingwen
Published: (2018)
by: Dong, Mingwen
Published: (2018)
SOA: Reducing Domain Mismatch in SSL Pipeline by Speech Only Adaptation for Low Resource ASR
by: Shankar, Natarajan Balaji, et al.
Published: (2024)
by: Shankar, Natarajan Balaji, et al.
Published: (2024)
Underwater-Art: Expanding Information Perspectives With Text Templates For Underwater Acoustic Target Recognition
by: Xie, Yuan, et al.
Published: (2023)
by: Xie, Yuan, et al.
Published: (2023)
Modulating State Space Model with SlowFast Framework for Compute-Efficient Ultra Low-Latency Speech Enhancement
by: Cheng, Longbiao, et al.
Published: (2024)
by: Cheng, Longbiao, et al.
Published: (2024)
CAK: Emergent Audio Effects from Minimal Deep Learning
by: Rockman, Austin
Published: (2025)
by: Rockman, Austin
Published: (2025)
Switchboard-Affect: Emotion Perception Labels from Conversational Speech
by: Romana, Amrit, et al.
Published: (2025)
by: Romana, Amrit, et al.
Published: (2025)
FireRedASR2S: A State-of-the-Art Industrial-Grade All-in-One Automatic Speech Recognition System
by: Xu, Kaituo, et al.
Published: (2026)
by: Xu, Kaituo, et al.
Published: (2026)
OLMoASR: Open Models and Data for Training Robust Speech Recognition Models
by: Ngo, Huong, et al.
Published: (2025)
by: Ngo, Huong, et al.
Published: (2025)
Similar Items
-
Edge-ASR: Towards Low-Bit Quantization of Automatic Speech Recognition Models
by: Feng, Chen, et al.
Published: (2025) -
Houston we have a Divergence: A Subgroup Performance Analysis of ASR Models
by: Koudounas, Alkis, et al.
Published: (2024) -
Speech Separation with Pretrained Frontend to Minimize Domain Mismatch
by: Wang, Wupeng, et al.
Published: (2024) -
Speech Diarization and ASR with GMM
by: Sharma, Aayush Kumar, et al.
Published: (2023) -
Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR Models
by: Miara, Victor, et al.
Published: (2024)