Cover Image

Task Arithmetic can Mitigate Synthetic-to-Real Gap in Automatic Speech Recognition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Su, Hsuan, Farn, Hua, Sun, Fan-Yun, Chen, Shang-Tse, Lee, Hung-yi
Format:	Preprint
Published:	2024
Subjects:	Audio and Speech Processing Artificial Intelligence Computation and Language Machine Learning Sound
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech Recognition
by: Lin, Yi-Cheng, et al.
Published: (2025)

SMILE: Speech Meta In-Context Learning for Low-Resource Language Automatic Speech Recognition
by: Hsu, Ming-Hao, et al.
Published: (2024)

Fusion of Discrete Representations and Self-Augmented Representations for Multilingual Automatic Speech Recognition
by: Wang, Shih-heng, et al.
Published: (2024)

Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech
by: Lin, Guan-Ting, et al.
Published: (2024)

Mitigating Subgroup Disparities in Multi-Label Speech Emotion Recognition: A Pseudo-Labeling and Unsupervised Learning Approach
by: Lin, Yi-Cheng, et al.
Published: (2025)

Augmenting Polish Automatic Speech Recognition System With Synthetic Data
by: Bondaruk, Łukasz, et al.
Published: (2024)

CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems
by: Wu, Haibin, et al.
Published: (2024)

Dataset-Distillation Generative Model for Speech Emotion Recognition
by: Ritter-Gutierrez, Fabian, et al.
Published: (2024)

Parallel Synthesis for Autoregressive Speech Generation
by: Hsu, Po-chun, et al.
Published: (2022)

Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data Selection
by: Lin, Hsi-Che, et al.
Published: (2024)

Toward Fair Speech Technologies: A Comprehensive Survey of Bias and Fairness in Speech AI
by: Lin, Yi-Cheng, et al.
Published: (2026)

The RoyalFlush Automatic Speech Diarization and Recognition System for In-Car Multi-Channel Automatic Speech Recognition Challenge
by: Tian, Jingguang, et al.
Published: (2024)

Streaming Decoder-Only Automatic Speech Recognition with Discrete Speech Units: A Pilot Study
by: Chen, Peikun, et al.
Published: (2024)

Teaching Audio-Aware Large Language Models What Does Not Hear: Mitigating Hallucinations through Synthesized Negative Samples
by: Kuan, Chun-Yi, et al.
Published: (2025)

Reducing the Gap Between Pretrained Speech Enhancement and Recognition Models Using a Real Speech-Trained Bridging Module
by: Cui, Zhongjian, et al.
Published: (2025)

TASTE: Text-Aligned Speech Tokenization and Embedding for Spoken Language Modeling
by: Tseng, Liang-Hsuan, et al.
Published: (2025)

Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning
by: Kuan, Chun-Yi, et al.
Published: (2024)

Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition
by: Wagner, Dominik, et al.
Published: (2025)

Speech-Copilot: Leveraging Large Language Models for Speech Processing via Task Decomposition, Modularization, and Program Generation
by: Kuan, Chun-Yi, et al.
Published: (2024)

VIBE: Voice-Induced open-ended Bias Evaluation for Large Audio-Language Models via Real-World Speech
by: Lin, Yi-Cheng, et al.
Published: (2026)

Stimulus Modality Matters: Impact of Perceptual Evaluations from Different Modalities on Speech Emotion Recognition System Performance
by: Chou, Huang-Cheng, et al.
Published: (2024)

Zero-Shot Recognition of Dysarthric Speech Using Commercial Automatic Speech Recognition and Multimodal Large Language Models
by: Alsayegh, Ali, et al.
Published: (2025)

Leveraging Self-Supervised Models for Automatic Whispered Speech Recognition
by: Farhadipour, Aref, et al.
Published: (2024)

Rehearsal-Free Online Continual Learning for Automatic Speech Recognition
by: Eeckt, Steven Vander, et al.
Published: (2023)

Attention-Guided Adaptation for Code-Switching Speech Recognition
by: Aditya, Bobbi, et al.
Published: (2023)

Training Data Augmentation for Dysarthric Automatic Speech Recognition by Text-to-Dysarthric-Speech Synthesis
by: Leung, Wing-Zin, et al.
Published: (2024)

Zero Shot Text to Speech Augmentation for Automatic Speech Recognition on Low-Resource Accented Speech Corpora
by: Nespoli, Francesco, et al.
Published: (2024)

UCorrect: An Unsupervised Framework for Automatic Speech Recognition Error Correction
by: Guo, Jiaxin, et al.
Published: (2024)

EMO-SUPERB: An In-depth Look at Speech Emotion Recognition
by: Wu, Haibin, et al.
Published: (2024)

Latent-Level Enhancement with Flow Matching for Robust Automatic Speech Recognition
by: Yang, Da-Hee, et al.
Published: (2026)

Leveraging Broadcast Media Subtitle Transcripts for Automatic Speech Recognition and Subtitling
by: Poncelet, Jakob, et al.
Published: (2025)

Fine-Tuning Automatic Speech Recognition for People with Parkinson's: An Effective Strategy for Enhancing Speech Technology Accessibility
by: Zheng, Xiuwen, et al.
Published: (2024)

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge
by: Lin, Yuke, et al.
Published: (2025)

Findings of the 2024 Mandarin Stuttering Event Detection and Automatic Speech Recognition Challenge
by: Xue, Hongfei, et al.
Published: (2024)

Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation
by: Trinh, Viet Anh, et al.
Published: (2022)

Automatic Speech Recognition for Hindi
by: Saha, Anish, et al.
Published: (2024)

A Domain Adaptation Framework for Speech Recognition Systems with Only Synthetic data
by: Tran, Minh, et al.
Published: (2025)

Unifying Listener Scoring Scales: Comparison Learning Framework for Speech Quality Assessment and Continuous Speech Emotion Recognition
by: Hu, Cheng-Hung, et al.
Published: (2025)

Kid-Whisper: Towards Bridging the Performance Gap in Automatic Speech Recognition for Children VS. Adults
by: Attia, Ahmed Adel, et al.
Published: (2023)

DiCoW: Diarization-Conditioned Whisper for Target Speaker Automatic Speech Recognition
by: Polok, Alexander, et al.
Published: (2024)