Search Results for author: Hanzi Xu

Found 5 papers, 3 papers with code

X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in Classification

1 code implementation6 Mar 2024 Hanzi Xu, Muhao Chen, Lifu Huang, Slobodan Vucetic, Wenpeng Yin

In recent years, few-shot and zero-shot learning, which learn to predict labels with limited annotated instances, have garnered significant attention.

Domain Generalization Instruction Following +1

MUFFIN: Curating Multi-Faceted Instructions for Improving Instruction-Following

no code implementations5 Dec 2023 Renze Lou, Kai Zhang, Jian Xie, Yuxuan Sun, Janice Ahn, Hanzi Xu, Yu Su, Wenpeng Yin

In the realm of large language models (LLMs), enhancing instruction-following capability often involves curating expansive training data.

Instruction Following

Robustness of Learning from Task Instructions

1 code implementation7 Dec 2022 Jiasheng Gu, Hongyu Zhao, Hanzi Xu, Liangyu Nie, Hongyuan Mei, Wenpeng Yin

To our knowledge, this is the first work that systematically studies how robust a PLM is when it is supervised by instructions with different factors of variability.

Language Modelling

OpenStance: Real-world Zero-shot Stance Detection

1 code implementation25 Oct 2022 Hanzi Xu, Slobodan Vucetic, Wenpeng Yin

To our knowledge, this is the first work that studies stance detection under the open-domain zero-shot setting.

Domain Generalization Natural Language Inference +1

Bone marrow sparing for cervical cancer radiotherapy on multimodality medical images

no code implementations20 Apr 2022 Yuening Wang, Ying Sun, Jie Yuan, Kexin Gan, Hanzi Xu, Han Gao, Xiuming Zhang

Experiments on patient dataset reveal that our proposed method can enhance the multimodal image registration accuracy and efficiency for medical practitioners in sparing BM of cervical cancer radiotherapy.

Image Registration Point cloud reconstruction

Cannot find the paper you are looking for? You can Submit a new open access paper.