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Derek Tam

  1. Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
    2022/06/09 by Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao +448 · 3 voices · 136 citations
    #cs.CL #cs.AI #cs.CY #cs.LG #stat.ML
  2. TIES-Merging: Resolving Interference When Merging Models
    2023/06/02 by Prateek Yadav, Derek Tam, Yadav, Prateek +7 · 134 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Topic Modeling #Multimodal Machine Learning Applications
  3. 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 · 76 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
  4. Evaluating the Factual Consistency of Large Language Models Through News Summarization
    2022/11/15 by Derek Tam, Anisha Mascarenhas, Tam, Derek +9 · 9 citations
    Computer Science · Decision Sciences · #Topic Modeling #Natural Language Processing Techniques #Data Quality and Management
  5. Merging by Matching Models in Task Parameter Subspaces
    2023/12/07 by Derek Tam, Tam, Derek, Mohit Bansal +3 · 6 citations
    Computer Science · #Reinforcement Learning in Robotics
  6. Fishers for Free? Approximating the Fisher Information Matrix by Recycling the Squared Gradient Accumulator
    2025/07/24 by Yuxin Li, Felix Dangel, Li, YuXin +5 · 4 citations
    Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Stochastic Gradient Optimization Techniques
  7. Realistic Evaluation of Model Merging for Compositional Generalization
    2024/09/26 by Derek Tam, Tam, Derek, Yash Kant +7 · 2 citations
    Computer Science · Engineering · #Geochemistry and Geologic Mapping #Mineral Processing and Grinding