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Dataset . 2023

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Dataset . 2023

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[RID] Research Infrastructure Dataset for NER classification

Name: [RID] Research Infrastructure Dataset for NER classification
Creator: Georgios Cheirmpos
Keywords: 9. Industry and infrastructure

Research datakeyboard_double_arrow_right Dataset 18 Jul 2023Publisher:Elsevier BV

Authors: Georgios Cheirmpos;

doi: 10.17632/ty73wxgtpx.1 , 10.17632/ty73wxgtpx

[RID] Research Infrastructure Dataset for NER classification

- Summary
- Metrics

Abstract

Dataset used for NER classification for the task of Research Infrastructure (RI) Detection in Scientific articles. Sentences originated from scientific publication in various scientific fields. Dataset contains 354 sentences (split 231 train_set, 123 test_set). Structure -> "sentence" : Sentence data sample (context is about usage of an RI) "token_sen" : Sentence split into tokens using TreeBankWordTokenizer "word_labels" : Token labels (produced from token_sen column) in BIO format. "nltk_pos_tag" : POS tag of each of the tokens (produced from token_sen column) "RIs" : List containing the substring of each RI in the sentence "n_RIs" : number of RIs in the sentence [count(RIs)] Using this dataset we benchmarked various NER solutions for optimal RI detection in text (in a few-shot environment). For more information please read our paper published at LOD2023 : Benchmarking Named Entity Recognition Approaches for Extracting Research Infrastructure Information from Text [Link placeholder]

Impact byBIP!

	citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	0
	popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.	Average
	influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).	Average
	impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.	Average

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SDGs Suggest

9. Industry and infrastructure

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SDGs:

9. Industry and infrastructure,

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