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41
AI for mapping multi-lingual academic papers to the United Nations' Sustainable Development Goals (SDGs) ...
Vanderfeesten, Maurice
;
Jaworek, Robert
;
Keßler, Lennart
. - : Zenodo, 2022
Abstract:
PLEASE GO TO LATEST VERSION In this report we demonstrate how we made the multi-lingual text classifier to match research papers to the Sustainable Development Goals (SDGs) of the United Nations. We trained the BERT 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 that data using Scopus with the Aurora SDG Query model v5, which has an evaluated average precision of 70% and recall of 14%. This is a follow-up project of the query based Aurora SDG classification model v5. The purpose of this project is to try and tackle several issues: 1. to label also research output to an SDG that is written in a non-english language, 2. to include papers that use other terms than the exact terms used in keyword searches, 3. to have a classification model that works independent from any other database specific query language. In this report we show how we decided to use the abstracts only and the mBERT model to train the ... : Acknowledgements Many thanks to Maéva 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 Funded by European Commission, Project ID: 101004013, Call: EAC-A02-2019-1, Programme: EPLUS2020, DG/Agency: EACEA Read more [ Project website | Zenodo Community | Github ] Change log 2022-03-31 | v1.0 | final version of the report 2022-03-31 | v0.8 | added final draft of the report 2022-02-01 | v0.7.2 | changed download urls for SDG 11 to latest version 2 (adding 3 missing target models) in SDGs_many_BERTs_models_download_urls.xslx 2022-02-01 | v0.7.1 | added files SDGs_many_BERTs_models_download_urls.xslx and .csv, I forgot to upload in version 0.7 2022-02-01 | v0.7 | changed files SDGs_many_BERTs_models_download_urls.xslx and .csv to match URLs of new version dataset SDG-Goals-Only models, which now separates files of the models, instead of one big .zip file. 2021-12-06 | v0.6 | added URL to SDG-Goals-Only models in ...
Keyword:
BERT
;
Machine Learning
;
Mapping
;
multi-lingual
;
Research output
;
Scientific publications
;
SDGs
;
Sustainable Development Goals
URL:
https://zenodo.org/record/6487606
https://dx.doi.org/10.5281/zenodo.6487606
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42
Supplemental materials for paper: The Critical Review to Practical Inquiries of Action Research Framework ...
sarbunan, thobias
. - : Open Science Framework, 2022
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43
Pengembangan Lembar Kerja Peserta Didik Berbasis Etnosains Pada Mata Pelajaran IPAUntuk Meningkatkan Keterampilan Berpikir Siswa di SMP Negeri 15 Bengkulu Utara ...
May Wulan Sari, Andang Sunarto
. - : Zenodo, 2022
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44
The Relationship between Rhetoric and Some Linguistic Sciences ...
Dr. Hamzah Balarabe Muhammad
. - : Zenodo, 2022
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45
Pengembangan Lembar Kerja Peserta Didik Berbasis Etnosains Pada Mata Pelajaran IPAUntuk Meningkatkan Keterampilan Berpikir Siswa di SMP Negeri 15 Bengkulu Utara ...
May Wulan Sari, Andang Sunarto
. - : Zenodo, 2022
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46
The Relationship between Rhetoric and Some Linguistic Sciences ...
Dr. Hamzah Balarabe Muhammad
. - : Zenodo, 2022
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47
Local temporal regularities in Spanish child-directed speech ...
Pérez-Navarro, Jose
. - : Open Science Framework, 2022
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48
Drei Beiträge zur Nachhaltigkeitsberichterstattung ...
Danisch, Christian
. - : Bergische Universität Wuppertal, 2022
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49
Pre-service teachers’ attitudes toward the teaching of Mandarin in South Africa ...
Ngcobo, Prof Sandiso
;
Makumane, Dr Makhulu
. - : Mangosuthu University of Technology (MUT), 2022
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50
Pre-service teachers’ attitudes toward the teaching of Mandarin in South Africa ...
Ngcobo, Prof Sandiso
;
Makumane, Dr Makhulu
. - : Mangosuthu University of Technology (MUT), 2022
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51
Psychology of Language Teaching: A Brief Review with Sample Studies ...
Ghasemi, Farshad
. - : figshare, 2022
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52
Psychology of Language Teaching: A Brief Review with Sample Studies ...
Ghasemi, Farshad
. - : figshare, 2022
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53
Sustained musical beat perception develops into late childhood and predicts phonological abilities ...
Nave, Karli
. - : Open Science Framework, 2022
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54
Variation and variability in L2 learning trajectories: Learning the Finnish existential construction
Lesonen, Sirkku
;
Steinkrauss, Rasmus
;
Suni, Minna
...
In: Journal of the European Second Language Association; Vol 6, No 1 (2022); 1–17 ; 2399-9101 (2022)
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55
Parental Report via a Mobile App in the Context of Early Language Trajectories: StarWords Study Protocol. ...
Mieszkowska, Karolina
;
Krajewski, Grzegorz
;
Sobota, Krzysztof
. - : Apollo - University of Cambridge Repository, 2022
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56
Parental Report via a Mobile App in the Context of Early Language Trajectories: StarWords Study Protocol ...
Mieszkowska, Karolina
;
Krajewski, Grzegorz
;
Sobota, Krzysztof
. - : Apollo - University of Cambridge Repository, 2022
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57
Heritage Language Development and Maintenance of Heritage Speakers of Korean in Australia in Primary School Years ...
Jung, Sin Ji
. - : UNSW Sydney, 2022
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58
SPECIFICS OF SELECTION AND ORGANIZATION OF LEXICAL AND GRAMMATICAL MATERIAL IN PROFESSIONAL TEXTS ...
Dyshleva, S.
;
Harmash, T.
. - : Norwegian Journal of Development of the International Science, 2022
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59
Current & Future Research Directions in Singapore Mandarin ...
Styles, Suzy
. - : Open Science Framework, 2022
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60
日本語母語話者における韓国語の連結語尾「고(ko)」と「서(se)」の学習について
金 智英
;
Jee-young KIM
. - : 神戸松蔭女子学院大学学術研究委員会, 2022
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