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A research group at CSIE department of National Taiwan University (NTU), supervised by Prof. Shou-De Lin, is currently working on releasing a new dataset for sequential sentence classification and type classification for paper abstracts on arXiv.
 
This annotation and classification project is available at https://mslab.csie.ntu.edu.tw/~labeler/abstract.php
 
Annotations are made by article authors and upon being invited/contacted by the research group. I’m happy to see they included in the dataset my “Local Term Weights Models from Power Transformations | Development of BM25IR” paper (https://arxiv.org/ftp/arxiv/papers/1608/1608.01573.pdf).
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