Haokun Liu
- Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning
2022/05/11 by Haokun Liu, Derek Tam, Liu, Haokun +10 · 133 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) #Multimodal Machine Learning Applications #Topic Modeling
- The Semantic Scholar Open Data Platform
2023/01/24 by Rodney Kinney, Chloe Anastasiades, Kinney, Rodney +93 · 33 citations
Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Semantic Web and Ontologies #Topic Modeling
- Soft Merging of Experts with Adaptive Routing
2023/06/06 by Muqeeth, Mohammed, Haokun Liu, Liu, Haokun +2 · 22 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
- Learning to Route Among Specialized Experts for Zero-Shot Generalization
2024/02/08 by Mohammed Muqeeth, Muqeeth, Mohammed, Haokun Liu +5 · 1 voice · 16 citations
Computer Science · #Educational Technology and Assessment #cs.LG
- A Survey on Model MoErging: Recycling and Routing Among Specialized Experts for Collaborative Learning
2024/08/13 by Prateek Yadav, Yadav, Prateek, Colin Raffel +14 · 17 citations
Psychology · #Innovative Teaching and Learning Methods
- Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models
2024/04/08 by Bowen Pan, Pan, Bowen, Yikang Shen +13 · 8 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning in Healthcare
- Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers
2021/09/17 by Jason Phang, Phang, Jason, Haokun Liu +3 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- LLM-Based Human-Robot Collaboration Framework for Manipulation Tasks
2023/08/29 by Haokun Liu, Liu, Haokun, Yaonan Zhu +9 · 6 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Robot Manipulation and Learning #Robotics (cs.RO) #Robotics and Automated Systems
- Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work?
2020/05/01 by Yada Pruksachatkun, Jason Phang, Pruksachatkun, Yada +15 · 5 citations
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- HypoBench: Towards Systematic and Principled Benchmarking for Hypothesis Generation
2025/04/15 by Haokun Liu, Liu, Haokun, Sicong Huang +7 · 13 citations
Computer Science · Materials Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Topic Modeling
- Investigating BERT's Knowledge of Language: Five Analysis Methods with\n NPIs
2019/09/05 by Alex Warstadt, Yu Cao, Warstadt, Alex +29 · 2 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Literature Meets Data: A Synergistic Approach to Hypothesis Generation
2024/10/22 by Haokun Liu, Yangqiaoyu Zhou, Liu, Haokun +7 · 1 voice · 4 citations
Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #Data Visualization and Analytics #FOS: Computer and information sciences #Machine Learning (cs.LG)