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arXiv 2102.08818cs.CL
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SciDr在SDU-2020:IDEAS --识别科学领域的日常首字母缩略词并消除歧义

SciDr at SDU-2020: IDEAS -- Identifying and Disambiguating Everyday Acronyms for Scientific Domain

Indian Institute of Technology (Indian School of Mines) Dhanbad(印度理工学院(印度矿业学院)丹巴德分校)

Aadarsh Singh, Priyanshu Kumar

摘要:

我们提出了我们的系统提交的共享任务的首字母缩略词识别(AI)和首字母缩略词消歧(AD)下举行的工作坊SDU。我们主要用BERT和SciBERT进行实验。此外,我们还评估了“无生物”标记和混合的有效性以及AI集成的威力。对于AD,我们将问题制定为跨度预测任务,尝试不同的训练技术,并利用外部数据。我们的系统在AI和AD任务中分别排名第11和第3。

英文摘要:

We present our systems submitted for the shared tasks of Acronym Identification (AI) and Acronym Disambiguation (AD) held under Workshop on SDU. We mainly experiment with BERT and SciBERT. In addition, we assess the effectiveness of "BIOless" tagging and blending along with the prowess of ensembling in AI. For AD, we formulate the problem as a span prediction task, experiment with different training techniques and also leverage the use of external data. Our systems rank 11th and 3rd in AI and AD tasks respectively.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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