Multi-task Peer-Review Score Prediction

no code implementations • EMNLP (sdp) 2020 • Jiyi Li, Ayaka Sato, Kazuya Shimura, Fumiyo Fukumoto

To handle the small size of published datasets on the target aspect of scores, we propose a multi-task approach to leverage additional information from other aspects of scores for improving the performance of the target.

Text Categorization by Learning Predominant Sense of Words as Auxiliary Task

1 code implementation • ACL 2019 • Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto

Distributions of the senses of words are often highly skewed and give a strong influence of the domain of a document.

Multi-Task Learning Text Categorization

HFT-CNN: Learning Hierarchical Category Structure for Multi-label Short Text Categorization

1 code implementation • EMNLP 2018 • Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto

The lower the HS level, the less the categorization performance.

Extreme Multi-Label Classification Text Categorization