Show/Hide Menu
Hide/Show Apps
Logout
Türkçe
Türkçe
Search
Search
Login
Login
OpenMETU
OpenMETU
About
About
Open Science Policy
Open Science Policy
Open Access Guideline
Open Access Guideline
Postgraduate Thesis Guideline
Postgraduate Thesis Guideline
Communities & Collections
Communities & Collections
Help
Help
Frequently Asked Questions
Frequently Asked Questions
Guides
Guides
Thesis submission
Thesis submission
MS without thesis term project submission
MS without thesis term project submission
Publication submission with DOI
Publication submission with DOI
Publication submission
Publication submission
Supporting Information
Supporting Information
General Information
General Information
Copyright, Embargo and License
Copyright, Embargo and License
Contact us
Contact us
A RoBERTa Approach for Automated Processing of Sustainability Reports
Download
index.pdf
Date
2022-12-01
Author
Angin, Merih
Taşdemir, Beyza
Yılmaz, Cenk Arda
Demiralp, Gökcan
Atay, Mert
Angın, Pelin
Dikmener, Gökhan
Metadata
Show full item record
This work is licensed under a
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License
.
Item Usage Stats
255
views
61
downloads
Cite This
There is a strong need and demand from the United Nations, public institutions, and the private sector for classifying government publications, policy briefs, academic literature, and corporate social responsibility reports according to their relevance to the Sustainable Development Goals (SDGs). It is well understood that the SDGs play a major role in the strategic objectives of various entities. However, linking projects and activities to the SDGs has not always been straightforward or possible with existing methodologies. Natural language processing (NLP) techniques offer a new avenue to identify linkages for SDGs from text data. This research examines various machine learning approaches optimized for NLP-based text classification tasks for their success in classifying reports according to their relevance to the SDGs. Extensive experiments have been performed with the recently released Open Source SDG (OSDG) Community Dataset, which contains texts with their related SDG label as validated by community volunteers. Results demonstrate that especially fine-tuned RoBERTa achieves very high performance in the attempted task, which is promising for automated processing of large collections of sustainability reports for detection of relevance to SDGs.
Subject Keywords
corporate social responsibility
,
natural language processing
,
RoBERTa
,
sustainable development goals
URI
https://hdl.handle.net/11511/101822
Journal
Sustainability (Switzerland)
DOI
https://doi.org/10.3390/su142316139
Collections
Department of Computer Engineering, Article
Suggestions
OpenMETU
Core
Good governance in sustainable human development : a subnational case in Turkey
Özdemir, Gökçen; Rittersberger Tılıç, Helga İda; Department of Sociology (2013)
The main purpose of this thesis is to make an investigation on the significance of good governance in sustainable human development, at the subnational level. For this purpose, a theoretical model which analyses the influences of a good local governance process on the actual and sustainable outcomes of a subnational development practice (program or project) based on the principles of sustainable human development (SHD) strategy. Then, a case study was performed on a SHD based subnational development program...
THE MEDIATING ROLE OF THE INNOVATION CLIMATE IN THE RELATIONSHIP BETWEEN CORPORATE SOCIAL RESPONSIBILITY AND ORGANIZATIONAL COMMITMENT: SAMPLE OF A PUBLIC SPORT ORGANIZATION
Ergun, Selcan; Koçak, Mehmet Settar; Department of Physical Education and Sports (2021-8)
The aim of this research is to examine the mediating role of innovation climate on the relationship between corporate social responsibility and organizational commitment in a public sport organization in Turkey. In addition, the intermediary relationship of the sub-dimension of supporting innovation, preventing innovation, and providing resources between employees' corporate social responsibility and organizational commitment was examined. A questionnaire was applied to a sample of 486 randomly selected emp...
Analysis of science curriculum and textbooks in terms of sustainable development goals: a case study
Tatlılıoğlu, Eda; Teksöz, Gaye; Department of Mathematics and Science Education (2019)
Education for Sustainable Development (ESD) will provide individuals to gain the perspectives of value, ethics, foreseen and long-term decision making on our future. Necessary knowledge and behavior related to Sustainable Development (SD) can be acquired with the help of education. Curriculum, on the other hand, can help students gain competences related to Sustainable Development Goals (SDGs) as well as guide them to achieve the goals of SD. Accordingly, equipping individuals of the future citizens with co...
A SUSTAINABLE APPROACH TO SOLAR TECHNOLOGIES: RECYCLING SOLAR PANELS IN TURKEY
Aşkın, Asmin; Akınoğlu, Bülent Gültekin; Kılkış , Şiir; Department of Earth System Science (2022-8-16)
The Sustainable Development Goals, adopted by the United Nations in 2015, aim to create a more equitable and peaceful world and a more livable environment. In this thesis, it is thought that solar energy should be considered within the framework of the Circular Economy in order to be a 100% renewable energy type. In this context, it is researched how to establish a relationship and create synergy between the Circular Economy and solar photovoltaic technologies in Turkey. For this purpose, after the literatu...
Understanding the role of the national human rights institutions in implementing the sustainable development agenda : the case of Europe
Kaşkaval Okyay, Ezgi; Bahçecik, Şerif Onur; Department of European Studies (2020)
This thesis aims to analyze the role of the European National Human Rights Institutions in global governance through the UN 2030 Sustainable Development Agenda. Throughout the research it has been observed that NHRIs are evolving and academic works lag behind capturing their expanding role. Within this context, this thesis attempts to understand the possible contribution of NHRIs to the implementation and follow-up process of the Sustainable Development Goals (SDGs). Throughout the thesis National Human Rig...
Citation Formats
IEEE
ACM
APA
CHICAGO
MLA
BibTeX
M. Angin et al., “A RoBERTa Approach for Automated Processing of Sustainability Reports,”
Sustainability (Switzerland)
, vol. 14, no. 23, pp. 0–0, 2022, Accessed: 00, 2023. [Online]. Available: https://hdl.handle.net/11511/101822.