Yuqing Xie

Approximating Human-Like Few-shot Learning with GPT-based Compression

2023 · arXiv (Cornell University)

In this work, we conceptualize the learning process as information compression. We seek to equip generative pre-trained models with human-like learning capabilities that enable data compression during inference. We present a novel approach that utilizes …

End-to-End Open-Domain Question Answering with

2019

Wei Yang, Yuqing Xie, Aileen Lin, Xingyu Li, Luchen Tan, Kun Xiong, Ming Li, Jimmy Lin. Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics (Demonstrations). 2019.

Data Augmentation for BERT Fine-Tuning in Open-Domain Question Answering

2019 · arXiv (Cornell University)

Recently, a simple combination of passage retrieval using off-the-shelf IR techniques and a BERT reader was found to be very effective for question answering directly on Wikipedia, yielding a large improvement over the previous state …