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Jie-jyun Liu

3 accepted papers

2023

Linear Classifier: An Often-Forgotten Baseline for Text Classification

ACL 2023short

Large-scale pre-trained language models such as BERT are popular solutions for text classification. Due to the superior performance of these advanced methods, nowadays, people often directly train them for a few epochs and deploy the obtained model. In this opinion paper, we point out that this way…

2022

Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN

NAACL 2022long

The power and the potential of deep learning models attract many researchers to design advanced and sophisticated architectures. Nevertheless, the progress is sometimes unreal due to various possible reasons. In this work, through an astonishing example we argue that more efforts should be paid to e…

2021

Parameter Selection: Why We Should Pay More Attention to It

ACL 2021short

The importance of parameter selection in supervised learning is well known. However, due to the many parameter combinations, an incomplete or an insufficient procedure is often applied. This situation may cause misleading or confusing conclusions. In this opinion paper, through an intriguing example…