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SDGs_many_BERTs_SDG6

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 14 Nov 2021Publisher:Zenodo
Authors: Jaworek, Robert;

doi: 10.5281/zenodo.5702383 , 10.5281/zenodo.5701281 , 10.5281/zenodo.5700994 , 10.5281/zenodo.5701154 , 10.5281/zenodo.5700941 , 10.5281/zenodo.5702713 , 10.5281/zenodo.5702796 , 10.5281/zenodo.5702552 , 10.5281/zenodo.5702202 , 10.5281/zenodo.5939004 , 10.5281/zenodo.5702945 , 10.5281/zenodo.5734384 , 10.5281/zenodo.5737987 , 10.5281/zenodo.5700995 , 10.5281/zenodo.5734903 , 10.5281/zenodo.5734383 , 10.5281/zenodo.5701282 , 10.5281/zenodo.5702382 , 10.5281/zenodo.5702494 , 10.5281/zenodo.5702495 , 10.5281/zenodo.5702944 , 10.5281/zenodo.5735391 , 10.5281/zenodo.5701153 , 10.5281/zenodo.5733882 , 10.5281/zenodo.5733883 , 10.5281/zenodo.5735686 , 10.5281/zenodo.5702797 , 10.5281/zenodo.5737988 , 10.5281/zenodo.5702714 , 10.5281/zenodo.5702201 , 10.5281/zenodo.5735687 , 10.5281/zenodo.5734904 , 10.5281/zenodo.5700942 , 10.5281/zenodo.5735390 , 10.5281/zenodo.5702551

SDGs_many_BERTs_SDG6

Abstract

mBERT models trained to classify targets belonging to SDG 6. We trained the mBERT multi-language model to classify the 169 individual SDG Targets, based on the English abstracts in the corpus of 1.4 million research papers we gathered using the Aurora SDG Query model v5. Read more in our report: https://doi.org/10.5281/zenodo.5603019 Fork / Contribute to our code: https://github.com/Aurora-Network-Global/sdgs_many_berts

Many thanks to Ma��va Vignes from University of South Denmark, to allow us to use their UCloud HPC facilities and budget to train the mBERT models on their GPU's. Funded by European Commission, Project ID: 101004013, Call: EAC-A02-2019-1, Programme: EPLUS2020, DG/Agency: EACEA [ Project website | Zenodo Community | Github ]

Related Organizations
Keywords

Machine Learning, mBERT, SDGs, Sustainable Development Goals, Scientific publications, Mapping, Research output

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    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
    OpenAIRE UsageCounts
    Usage byUsageCounts
    visibility views 19
    download downloads 42
  • 19
    views
    42
    downloads
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visibility
download
selected citations
These citations are derived from selected sources.
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).
BIP!Citations provided by BIP!
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.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
0
Average
Average
Average
19
42
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Aurora Universities Network