Don’t Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text Classification

1 code implementation • Findings (ACL) 2021 • Qiaoyang Luo, Lingqiao Liu, YuHao Lin, Wei zhang

Few-Shot Text Classification text-classification

A Simple-but-effective Baseline for Training-free Class-Agnostic Counting

no code implementations • 3 Mar 2024 • YuHao Lin, HaiMing Xu, Lingqiao Liu, Javen Qinfeng Shi

Class-Agnostic Counting (CAC) seeks to accurately count objects in a given image with only a few reference examples.

Semantic Role Labeling Guided Out-of-distribution Detection

1 code implementation • 29 May 2023 • Jinan Zou, Maihao Guo, Yu Tian, YuHao Lin, Haiyao Cao, Lingqiao Liu, Ehsan Abbasnejad, Javen Qinfeng Shi

Identifying unexpected domain-shifted instances in natural language processing is crucial in real-world applications.

Out-of-Distribution Detection Semantic Role Labeling +1

Masked and Adaptive Transformer for Exemplar Based Image Translation

1 code implementation • CVPR 2023 • Chang Jiang, Fei Gao, Biao Ma, YuHao Lin, Nannan Wang, Gang Xu

To overcome this challenge, we improve the accuracy of matching on the one hand, and diminish the role of matching in image generation on the other hand.

Image Generation Semantic correspondence +1

Revisiting Image Reconstruction for Semi-supervised Semantic Segmentation

no code implementations • 17 Mar 2023 • YuHao Lin, HaiMing Xu, Lingqiao Liu, Jinan Zou, Javen Qinfeng Shi

In this paper, we revisit the idea of using image reconstruction as the auxiliary task and incorporate it with a modern semi-supervised semantic segmentation framework.

Image Reconstruction Representation Learning +2

Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model

1 code implementation • 14 Jun 2022 • Jinan Zou, Haiyao Cao, Lingqiao Liu, YuHao Lin, Ehsan Abbasnejad, Javen Qinfeng Shi

In addition, we propose a self-supervised learning strategy based on SRLP to enhance the out-of-distribution generalization performance of our system.

Decision Making News Classification +5