Shang-Wen Li
- DINOv2: Learning Robust Visual Features without Supervision
2023/04/14 by Maxime Oquab, Oquab, Maxime, Timothée Darcet +50 · 5 voices · 1611 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
- SUPERB: Speech processing Universal PERformance Benchmark
2021/05/03 by Shu-Wen Yang, Po-Han Chi, Yang, Shu-wen +37 · 68 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #Topic Modeling #electronic engineering #information engineering
- Demystifying CLIP Data
2023/09/28 by Xu Hu, Saining Xie, Xu, Hu +17 · 40 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
- Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning
2023/09/05 by Lili Yu, Bowen Shi, Yu, Lili +51 · 7 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
- DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
2022/04/21 by Yung-Sung Chuang, Rumen Dangovski, Chuang, Yung-Sung +17 · 5 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Listen, Adapt, Better WER: Source-free Single-utterance Test-time Adaptation for Automatic Speech Recognition
2022/03/27 by Guan-Ting Lin, Shang-Wen Li, Lin, Guan-Ting +3 · 3 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
- Meta CLIP 2: A Worldwide Scaling Recipe
2025/07/29 by Yung-Sung Chuang, Li Yang, Chuang, Yung-Sung +27 · 15 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
- SelfCite: Self-Supervised Alignment for Context Attribution in Large Language Models
2025/02/13 by Yung-Sung Chuang, Chuang, Yung-Sung, Benjamin Cohen-Wang +15 · 8 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Recommender Systems and Techniques
- Altogether: Image Captioning via Re-aligning Alt-text
2024/10/22 by Hu Xu, Po-Yao Huang, Xu, Hu +23 · 6 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Video Analysis and Summarization
- NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks
2025/07/02 by Yang Li, Li, Yang, Youssef Emad +19 · 11 citations
Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #Topic Modeling #Multimodal Machine Learning Applications
- Meta Learning for Natural Language Processing: A Survey
2022/05/03 by Hung-yi Lee, Lee, Hung-yi, Shang-Wen Li +3 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
- SpeechPrompt v2: Prompt Tuning for Speech Classification Tasks
2023/03/01 by Kai-Wei Chang, Yu–Kai Wang, Chang, Kai-Wei +11 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #Topic Modeling #electronic engineering #information engineering
- Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks
2023/10/19 by Ming-Hao Hsu, Hsu, Ming-Hao, Kai-Wei Chang +5 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling #electronic engineering #information engineering
- Demystifying Synthetic Data in LLM Pre-training: A Systematic Study of Scaling Laws, Benefits, and Pitfalls
2025/10/02 by Feiyang Kang, Newsha Ardalani, Kang, Feiyang +17 · 3 citations
Social Sciences · #Artificial Intelligence in Law
- Pairwise Supervised Contrastive Learning of Sentence Representations
2021/09/12 by Dejiao Zhang, Shang-Wen Li, Zhang, Dejiao +11 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Sentiment Analysis and Opinion Mining #Topic Modeling
- DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question Answering
2022/03/09 by Guan-Ting Lin, Lin, Guan-Ting, Yung-Sung Chuang +17 · 1 citation
Computer Science · #Speech Recognition and Synthesis #Speech and dialogue systems #Topic Modeling
- Learning Robust Dialog Policies in Noisy Environments
2017/12/11 by Maryam Fazel-Zarandi, Shang-Wen Li, Fazel-Zarandi, Maryam +11 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Speech and dialogue systems #Topic Modeling
- Improving Textless Spoken Language Understanding with Discrete Units as Intermediate Target
2023/05/29 by Guan-Wei Wu, Guan-Ting Lin, Wu, Guan-Wei +5 · 1 citation
Computer Science · #Topic Modeling #Speech and dialogue systems #Natural Language Processing Techniques
- SUPERB @ SLT 2022: Challenge on Generalization and Efficiency of Self-Supervised Speech Representation Learning
2022/10/16 by Tzu-hsun Feng, Annie Dong, Feng, Tzu-hsun +25 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
- SpeechDPR: End-to-End Spoken Passage Retrieval for Open-Domain Spoken Question Answering
2024/01/24 by Chyi-Jiunn Lin, Guan-Ting Lin, Lin, Chyi-Jiunn +13 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Sound (cs.SD) #Speech and dialogue systems #Topic Modeling #electronic engineering #information engineering
- DepthLM: Metric Depth From Vision Language Models
2025/09/29 by Zhipeng Cai, Ching-Feng Yeh, Cai, Zhipeng +17 · 4 citations
Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques
- Findings of the 2023 ML-SUPERB Challenge: Pre-Training and Evaluation over More Languages and Beyond
2023/10/09 by Jiatong Shi, William Chen, Shi, Jiatong +23 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering