An Empirical Analysis of Discrete Unit Representations in Speech Language Modeling Pre-training
Fuente:
arXiv
Saved in:
| Main Authors: | Labrak, Yanis, Dufour, Richard, Rouvier, Mickaël |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Zero-Shot End-To-End Spoken Question Answering In Medical Domain
by: Labrak, Yanis, et al.
Published: (2024)
by: Labrak, Yanis, et al.
Published: (2024)
Late Fusion and Multi-Level Fission Amplify Cross-Modal Transfer in Text-Speech LMs
by: Cuervo, Santiago, et al.
Published: (2025)
by: Cuervo, Santiago, et al.
Published: (2025)
Probing the Information Encoded in Neural-based Acoustic Models of Automatic Speech Recognition Systems
by: Raymondaud, Quentin, et al.
Published: (2024)
by: Raymondaud, Quentin, et al.
Published: (2024)
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks
by: Labrak, Yanis, et al.
Published: (2023)
by: Labrak, Yanis, et al.
Published: (2023)
MSP-Podcast SER Challenge 2024: L'antenne du Ventoux Multimodal Self-Supervised Learning for Speech Emotion Recognition
by: Duret, Jarod, et al.
Published: (2024)
by: Duret, Jarod, et al.
Published: (2024)
SyllableLM: Learning Coarse Semantic Units for Speech Language Models
by: Baade, Alan, et al.
Published: (2024)
by: Baade, Alan, et al.
Published: (2024)
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation
by: Zhang, Yuhao, et al.
Published: (2025)
by: Zhang, Yuhao, et al.
Published: (2025)
Asymmetric and trial-dependent modeling: the contribution of LIA to SdSV Challenge Task 2
by: Bousquet, Pierre-Michel, et al.
Published: (2024)
by: Bousquet, Pierre-Michel, et al.
Published: (2024)
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech
by: Parcollet, Titouan, et al.
Published: (2023)
by: Parcollet, Titouan, et al.
Published: (2023)
Integrating Pre-Trained Speech and Language Models for End-to-End Speech Recognition
by: Hono, Yukiya, et al.
Published: (2023)
by: Hono, Yukiya, et al.
Published: (2023)
Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks
by: Hsu, Ming-Hao, et al.
Published: (2023)
by: Hsu, Ming-Hao, et al.
Published: (2023)
Towards Robust Speech Representation Learning for Thousands of Languages
by: Chen, William, et al.
Published: (2024)
by: Chen, William, et al.
Published: (2024)
Phonology-Guided Speech-to-Speech Translation for African Languages
by: Ochieng, Peter, et al.
Published: (2024)
by: Ochieng, Peter, et al.
Published: (2024)
NEST-RQ: Next Token Prediction for Speech Self-Supervised Pre-Training
by: Han, Minglun, et al.
Published: (2024)
by: Han, Minglun, et al.
Published: (2024)
WavCube: Unifying Speech Representation for Understanding and Generation via Semantic-Acoustic Joint Modeling
by: Yang, Guanrou, et al.
Published: (2026)
by: Yang, Guanrou, et al.
Published: (2026)
Estimating the Completeness of Discrete Speech Units
by: Yeh, Sung-Lin, et al.
Published: (2024)
by: Yeh, Sung-Lin, et al.
Published: (2024)
Incorporating Contextual Paralinguistic Understanding in Large Speech-Language Models
by: Wang, Qiongqiong, et al.
Published: (2025)
by: Wang, Qiongqiong, et al.
Published: (2025)
Improving Audio-Visual Speech Recognition by Lip-Subword Correlation Based Visual Pre-training and Cross-Modal Fusion Encoder
by: Dai, Yusheng, et al.
Published: (2023)
by: Dai, Yusheng, et al.
Published: (2023)
How Important Is Tokenization in French Medical Masked Language Models?
by: Labrak, Yanis, et al.
Published: (2024)
by: Labrak, Yanis, et al.
Published: (2024)
Pretraining Large Brain Language Model for Active BCI: Silent Speech
by: Zhou, Jinzhao, et al.
Published: (2025)
by: Zhou, Jinzhao, et al.
Published: (2025)
AV-data2vec: Self-supervised Learning of Audio-Visual Speech Representations with Contextualized Target Representations
by: Lian, Jiachen, et al.
Published: (2023)
by: Lian, Jiachen, et al.
Published: (2023)
When Audio-Language Models Fail to Leverage Multimodal Context for Dysarthric Speech Recognition
by: Moure, Pehuén, et al.
Published: (2026)
by: Moure, Pehuén, et al.
Published: (2026)
FastAdaSP: Multitask-Adapted Efficient Inference for Large Speech Language Model
by: Lu, Yichen, et al.
Published: (2024)
by: Lu, Yichen, et al.
Published: (2024)
SeamlessExpressiveLM: Speech Language Model for Expressive Speech-to-Speech Translation with Chain-of-Thought
by: Gong, Hongyu, et al.
Published: (2024)
by: Gong, Hongyu, et al.
Published: (2024)
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models
by: Yao, Wenhan, et al.
Published: (2025)
by: Yao, Wenhan, et al.
Published: (2025)
PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects
by: Yang, Sicheng, et al.
Published: (2026)
by: Yang, Sicheng, et al.
Published: (2026)
Style-Talker: Finetuning Audio Language Model and Style-Based Text-to-Speech Model for Fast Spoken Dialogue Generation
by: Li, Yinghao Aaron, et al.
Published: (2024)
by: Li, Yinghao Aaron, et al.
Published: (2024)
MERaLiON-SpeechEncoder: Towards a Speech Foundation Model for Singapore and Beyond
by: Huzaifah, Muhammad, et al.
Published: (2024)
by: Huzaifah, Muhammad, et al.
Published: (2024)
DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding
by: Shon, Suwon, et al.
Published: (2024)
by: Shon, Suwon, et al.
Published: (2024)
Unifying Model and Layer Fusion for Speech Foundation Models
by: Shih, Yi-Jen, et al.
Published: (2025)
by: Shih, Yi-Jen, et al.
Published: (2025)
MusiLingo: Bridging Music and Text with Pre-trained Language Models for Music Captioning and Query Response
by: Deng, Zihao, et al.
Published: (2023)
by: Deng, Zihao, et al.
Published: (2023)
Compact Speech Translation Models via Discrete Speech Units Pretraining
by: Lam, Tsz Kin, et al.
Published: (2024)
by: Lam, Tsz Kin, et al.
Published: (2024)
Dual Information Speech Language Models for Emotional Conversations
by: Wang, Chun, et al.
Published: (2025)
by: Wang, Chun, et al.
Published: (2025)
WAXAL: A Large-Scale Multilingual African Language Speech Corpus
by: Diack, Abdoulaye, et al.
Published: (2026)
by: Diack, Abdoulaye, et al.
Published: (2026)
MTR-DuplexBench: Towards a Comprehensive Evaluation of Multi-Round Conversations for Full-Duplex Speech Language Models
by: Zhang, He, et al.
Published: (2025)
by: Zhang, He, et al.
Published: (2025)
TacoLM: GaTed Attention Equipped Codec Language Model are Efficient Zero-Shot Text to Speech Synthesizers
by: Song, Yakun, et al.
Published: (2024)
by: Song, Yakun, et al.
Published: (2024)
DM-Codec: Distilling Multimodal Representations for Speech Tokenization
by: Ahasan, Md Mubtasim, et al.
Published: (2024)
by: Ahasan, Md Mubtasim, et al.
Published: (2024)
Textless Unit-to-Unit training for Many-to-Many Multilingual Speech-to-Speech Translation
by: Kim, Minsu, et al.
Published: (2023)
by: Kim, Minsu, et al.
Published: (2023)
Closing the Gap Between Text and Speech Understanding in LLMs
by: Cuervo, Santiago, et al.
Published: (2025)
by: Cuervo, Santiago, et al.
Published: (2025)
HARNESS: Lightweight Distilled Arabic Speech Foundation Models
by: Sukhadia, Vrunda N., et al.
Published: (2026)
by: Sukhadia, Vrunda N., et al.
Published: (2026)
Similar Items
-
Zero-Shot End-To-End Spoken Question Answering In Medical Domain
by: Labrak, Yanis, et al.
Published: (2024) -
Late Fusion and Multi-Level Fission Amplify Cross-Modal Transfer in Text-Speech LMs
by: Cuervo, Santiago, et al.
Published: (2025) -
Probing the Information Encoded in Neural-based Acoustic Models of Automatic Speech Recognition Systems
by: Raymondaud, Quentin, et al.
Published: (2024) -
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks
by: Labrak, Yanis, et al.
Published: (2023) -
MSP-Podcast SER Challenge 2024: L'antenne du Ventoux Multimodal Self-Supervised Learning for Speech Emotion Recognition
by: Duret, Jarod, et al.
Published: (2024)