Sep 7, 2022 · This paper presents a new statistical analysis aiming to explain the recent superior achievements of the pre-training techniques in natural language processing ...
This paper presents a new statistical analysis aiming to explain the recent superior achieve- ments of the pre-training techniques in natural.
Nov 9, 2021 · The paper presents a theoretical view on how diversity of classes can help in language model pre-training, and then backs up with experiments consisting of ...
Pre-training refers to training a model on a few or many tasks to help it learn parameters that can be used in other tasks. Pre-training techniques.
This paper presents a new statistical analysis aiming to explain the recent superior achievements of the pre-training techniques in natural language ...
First, we define a new notion, diversity of classes, which is the least singular value of the last linear layer in pre- training. We prove finite-sample bounds ...
Explore all code implementations available for Blessing of Class Diversity in Pre-training.
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本文提出了一项新的统计分析，旨在解释自然语言处理（NLP）中训练技术的最新成就。我们证明，当预训练任务的类（例如，蒙版语言模型任务中的不同单词）的类别足够多样化， ...
Blessing of Class Diversity in Pre-training. Y Zhao, J Chen, SS Du. International Conference on Artificial Intelligence and Statistics (AISTATS …, 2023. 2, 2023 ...