Qinyuan Ye

LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation

2020 · arXiv (Cornell University)

Successfully training a deep neural network demands a huge corpus of labeled data. However, each label only provides limited information to learn from and collecting the requisite number of labels involves massive human effort. In …

Learning to Generate Task-Specific Adapters from Task Description

2021

Qinyuan Ye, Xiang Ren. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers). 2021.