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Oct, 2022
自训练的零样本文本分类
Zero-Shot Text Classification with Self-Training
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Ariel Gera, Alon Halfon, Eyal Shnarch, Yotam Perlitz, Liat Ein-Dor...
TL;DR
本文提出一种基于自训练方法的插入式零样本文本分类技术,无需领域专业知识或经验,仅需要类别标签和无标记数据,可显著提高性能,适用于各种文本分类任务。
Abstract
Recent advances in large pretrained language models have increased attention to
zero-shot text classification
. In particular, models finetuned on
natural language inference
datasets have been widely adopted as ze
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