2 citations · 2 across the 5 of their papers we have counts for
5 papers
Leveraging Grammar Induction for Language Understanding and Generation
Jushi Kai, Shengyuan Hou, Yusheng Huang +1
Grammar induction has made significant progress in recent years. However, it is not clear how the application of induced grammar could enhance practical performance in downstream t…
I2SRM: Intra- and Inter-Sample Relationship Modeling for Multimodal Information Extraction
Yusheng Huang, Zhouhan Lin
Multimodal information extraction is attracting research attention nowadays, which requires aggregating representations from different modalities. In this paper, we present the Int…
Document-Level Relation Extraction with Relation Correlation Enhancement
Yusheng Huang, Zhouhan Lin
Document-level relation extraction (DocRE) is a task that focuses on identifying relations between entities within a document. However, existing DocRE models often overlook the cor…
Asymmetric Polynomial Loss For Multi-Label Classification
Yusheng Huang, Jiexing Qi, Xinbing Wang +1
Various tasks are reformulated as multi-label classification problems, in which the binary cross-entropy (BCE) loss is frequently utilized for optimizing well-designed models. Howe…
Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset
Jiexing Qi, Shuhao Li, Zhixin Guo +5
Real-world data usually exhibits a long-tailed distribution,with a few frequent labels and a lot of few-shot labels. The study of institution name normalization is a perfect applic…