Peter J. Liu
- Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
2019/10/23 by Colin Raffel, Noam Shazeer, Raffel, Colin +16 · 4 voices · 1202 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG #stat.ML
- Scalable and accurate deep learning with electronic health records
2018/01/24 by Alvin Rajkomar, Eyal Oren, Kai Chen +35 · 2 voices · 44 citations
Computer Science · Health Professions · Medicine · #Machine Learning in Healthcare #Electronic Health Records Systems #Artificial Intelligence in Healthcare and Education
- Generating Wikipedia by Summarizing Long Sequences
2018/01/30 by Peter J. Liu, Mohammad Saleh, Liu, Peter J. +12 · 1 voice · 26 citations
Computer Science · Social Sciences · #Natural Language Processing Techniques #Topic Modeling #Wikis in Education and Collaboration #cs.CL
- PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization
2019/12/18 by Jingqing Zhang, Zhang, Jingqing, Yao Zhao +5 · 54 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Advanced Text Analysis Techniques
- Scaling Exponents Across Parameterizations and Optimizers
2024/07/08 by Katie Everett, Everett, Katie, Lechao Xiao +19 · 2 voices · 20 citations
#cs.LG
- Likelihood Ratios for Out-of-Distribution Detection
2019/06/07 by Jie Ren, Peter J. Liu, Ren, Jie +13 · 23 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Genomics and Phylogenetic Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Bioinformatics
- SLiC-HF: Sequence Likelihood Calibration with Human Feedback
2023/05/17 by Yao Zhao, Rishabh Joshi, Zhao, Yao +9 · 33 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models
2023/12/11 by Avi Singh, John D. Co-Reyes, Singh, Avi +76 · 37 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
- Statistical Rejection Sampling Improves Preference Optimization
2023/09/13 by Tianqi Liu, Liu, Tianqi, Yao Zhao +11 · 33 citations
Computer Science · #Topic Modeling #Speech and dialogue systems #Natural Language Processing Techniques
- Out-of-Distribution Detection and Selective Generation for Conditional Language Models
2022/09/30 by Jie Ren, Jiaming Luo, Ren, Jie +11 · 26 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning and Data Classification
- Online and Linear-Time Attention by Enforcing Monotonic Alignments
2017/04/03 by Colin Raffel, Raffel, Colin, Minh-Thang Luong +7 · 19 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Small-scale proxies for large-scale Transformer training instabilities
2023/09/25 by Mitchell Wortsman, Peter J. Liu, Wortsman, Mitchell +29 · 27 citations
Computer Science · Decision Sciences · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG)
- Self-Evaluation Improves Selective Generation in Large Language Models
2023/12/14 by Jie Ren, Yao Zhao, Ren, Jie +7 · 14 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- Calibrating Sequence likelihood Improves Conditional Language Generation
2022/09/30 by Yao Zhao, Misha Khalman, Zhao, Yao +9 · 7 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Improving Large Language Model Fine-tuning for Solving Math Problems
2023/10/16 by Yixin Liu, Avi Singh, Liu, Yixin +7 · 7 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- SEAL: Segment-wise Extractive-Abstractive Long-form Text Summarization
2020/06/18 by Yao Zhao, Zhao, Yao, Mohammad Saleh +3 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Unsupervised Pretraining for Sequence to Sequence Learning
2016/11/08 by Prajit Ramachandran, Ramachandran, Prajit, Peter J. Liu +3 · 3 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Natural Language Processing Techniques #Topic Modeling #Genomics and Phylogenetic Studies
- SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-Encoders
2019/10/02 by Peter J. Liu, Yu-An Chung, Liu, Peter J. +3 · 1 citation
Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Topic Modeling