Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing

Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing

Climate change poses critical challenges globally, disproportionately affecting low-income countries that often lack resources and linguistic representation on the international stage. Despite Bangladesh's status as one of the most vulnerable nations to climate impacts, research gaps persist in...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:arXiv.org 2024-11
Hauptverfasser: Wasi, Azmine Toushik, Wahid Faisal, Ahmad, Taj, Rahman, Abdur, Mst Rafia Islam
Format: Artikel
Sprache:eng
Schlagworte:
Climate change
Datasets
Natural language processing
News
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue
container_start_page
container_title arXiv.org
container_volume
creator Wasi, Azmine Toushik
Wahid Faisal
Ahmad, Taj
Rahman, Abdur
Mst Rafia Islam
description Climate change poses critical challenges globally, disproportionately affecting low-income countries that often lack resources and linguistic representation on the international stage. Despite Bangladesh's status as one of the most vulnerable nations to climate impacts, research gaps persist in Bengali-language studies related to climate change and NLP. To address this disparity, we introduce Dhoroni, a novel Bengali (Bangla) climate change and environmental news dataset, comprising a 2300 annotated Bangla news articles, offering multiple perspectives such as political influence, scientific/statistical data, authenticity, stance detection, and stakeholder involvement. Furthermore, we present an in-depth exploratory analysis of Dhoroni and introduce BanglaBERT-Dhoroni family, a novel baseline model family for climate and environmental opinion detection in Bangla, fine-tuned on our dataset. This research contributes significantly to enhancing accessibility and analysis of climate discourse in Bengali (Bangla), addressing crucial communication and research gaps in climate-impacted regions like Bangladesh with 180 million people.
format Article
fullrecord <record><control><sourceid>proquest</sourceid><recordid>TN_cdi_proquest_journals_3119818455</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>3119818455</sourcerecordid><originalsourceid>FETCH-proquest_journals_31198184553</originalsourceid><addsrcrecordid>eNqNjsFOwzAQRC0kpFbQf1iJc6TEaWngSBrEAaoeENdqVZZkK9cO3nXLH_DbGMQH9DSHmTczF2Zq67oqmrm1EzMT2ZdlaW-XdrGop-Z7NYQYPN9D9zW6ENn38EC-R8fQOj6gErQD-p4A_Tt0_sg5fiCv6OCN6SRwYh0A4SU55WJDUUbaKR8J1r_uChWF9I9eo6aYuefclzBXbmLYkUgevTaXH-iEZv96ZW4eu9f2qRhj-Ewkut2HFH22tnVV3TVVM8__z0v9AFF7UxI</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>3119818455</pqid></control><display><type>article</type><title>Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing</title><source>Free E- Journals</source><creator>Wasi, Azmine Toushik ; Wahid Faisal ; Ahmad, Taj ; Rahman, Abdur ; Mst Rafia Islam</creator><creatorcontrib>Wasi, Azmine Toushik ; Wahid Faisal ; Ahmad, Taj ; Rahman, Abdur ; Mst Rafia Islam</creatorcontrib><description>Climate change poses critical challenges globally, disproportionately affecting low-income countries that often lack resources and linguistic representation on the international stage. Despite Bangladesh's status as one of the most vulnerable nations to climate impacts, research gaps persist in Bengali-language studies related to climate change and NLP. To address this disparity, we introduce Dhoroni, a novel Bengali (Bangla) climate change and environmental news dataset, comprising a 2300 annotated Bangla news articles, offering multiple perspectives such as political influence, scientific/statistical data, authenticity, stance detection, and stakeholder involvement. Furthermore, we present an in-depth exploratory analysis of Dhoroni and introduce BanglaBERT-Dhoroni family, a novel baseline model family for climate and environmental opinion detection in Bangla, fine-tuned on our dataset. This research contributes significantly to enhancing accessibility and analysis of climate discourse in Bengali (Bangla), addressing crucial communication and research gaps in climate-impacted regions like Bangladesh with 180 million people.</description><identifier>EISSN: 2331-8422</identifier><language>eng</language><publisher>Ithaca: Cornell University Library, arXiv.org</publisher><subject>Climate change ; Datasets ; Natural language processing ; News</subject><ispartof>arXiv.org, 2024-11</ispartof><rights>2024. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>776,780</link.rule.ids></links><search><creatorcontrib>Wasi, Azmine Toushik</creatorcontrib><creatorcontrib>Wahid Faisal</creatorcontrib><creatorcontrib>Ahmad, Taj</creatorcontrib><creatorcontrib>Rahman, Abdur</creatorcontrib><creatorcontrib>Mst Rafia Islam</creatorcontrib><title>Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing</title><title>arXiv.org</title><description>Climate change poses critical challenges globally, disproportionately affecting low-income countries that often lack resources and linguistic representation on the international stage. Despite Bangladesh's status as one of the most vulnerable nations to climate impacts, research gaps persist in Bengali-language studies related to climate change and NLP. To address this disparity, we introduce Dhoroni, a novel Bengali (Bangla) climate change and environmental news dataset, comprising a 2300 annotated Bangla news articles, offering multiple perspectives such as political influence, scientific/statistical data, authenticity, stance detection, and stakeholder involvement. Furthermore, we present an in-depth exploratory analysis of Dhoroni and introduce BanglaBERT-Dhoroni family, a novel baseline model family for climate and environmental opinion detection in Bangla, fine-tuned on our dataset. This research contributes significantly to enhancing accessibility and analysis of climate discourse in Bengali (Bangla), addressing crucial communication and research gaps in climate-impacted regions like Bangladesh with 180 million people.</description><subject>Climate change</subject><subject>Datasets</subject><subject>Natural language processing</subject><subject>News</subject><issn>2331-8422</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>BENPR</sourceid><recordid>eNqNjsFOwzAQRC0kpFbQf1iJc6TEaWngSBrEAaoeENdqVZZkK9cO3nXLH_DbGMQH9DSHmTczF2Zq67oqmrm1EzMT2ZdlaW-XdrGop-Z7NYQYPN9D9zW6ENn38EC-R8fQOj6gErQD-p4A_Tt0_sg5fiCv6OCN6SRwYh0A4SU55WJDUUbaKR8J1r_uChWF9I9eo6aYuefclzBXbmLYkUgevTaXH-iEZv96ZW4eu9f2qRhj-Ewkut2HFH22tnVV3TVVM8__z0v9AFF7UxI</recordid><startdate>20241102</startdate><enddate>20241102</enddate><creator>Wasi, Azmine Toushik</creator><creator>Wahid Faisal</creator><creator>Ahmad, Taj</creator><creator>Rahman, Abdur</creator><creator>Mst Rafia Islam</creator><general>Cornell University Library, arXiv.org</general><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope></search><sort><creationdate>20241102</creationdate><title>Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing</title><author>Wasi, Azmine Toushik ; Wahid Faisal ; Ahmad, Taj ; Rahman, Abdur ; Mst Rafia Islam</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-proquest_journals_31198184553</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Climate change</topic><topic>Datasets</topic><topic>Natural language processing</topic><topic>News</topic><toplevel>online_resources</toplevel><creatorcontrib>Wasi, Azmine Toushik</creatorcontrib><creatorcontrib>Wahid Faisal</creatorcontrib><creatorcontrib>Ahmad, Taj</creatorcontrib><creatorcontrib>Rahman, Abdur</creatorcontrib><creatorcontrib>Mst Rafia Islam</creatorcontrib><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science &amp; Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Engineering Collection</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wasi, Azmine Toushik</au><au>Wahid Faisal</au><au>Ahmad, Taj</au><au>Rahman, Abdur</au><au>Mst Rafia Islam</au><format>book</format><genre>document</genre><ristype>GEN</ristype><atitle>Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing</atitle><jtitle>arXiv.org</jtitle><date>2024-11-02</date><risdate>2024</risdate><eissn>2331-8422</eissn><abstract>Climate change poses critical challenges globally, disproportionately affecting low-income countries that often lack resources and linguistic representation on the international stage. Despite Bangladesh's status as one of the most vulnerable nations to climate impacts, research gaps persist in Bengali-language studies related to climate change and NLP. To address this disparity, we introduce Dhoroni, a novel Bengali (Bangla) climate change and environmental news dataset, comprising a 2300 annotated Bangla news articles, offering multiple perspectives such as political influence, scientific/statistical data, authenticity, stance detection, and stakeholder involvement. Furthermore, we present an in-depth exploratory analysis of Dhoroni and introduce BanglaBERT-Dhoroni family, a novel baseline model family for climate and environmental opinion detection in Bangla, fine-tuned on our dataset. This research contributes significantly to enhancing accessibility and analysis of climate discourse in Bengali (Bangla), addressing crucial communication and research gaps in climate-impacted regions like Bangladesh with 180 million people.</abstract><cop>Ithaca</cop><pub>Cornell University Library, arXiv.org</pub><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier EISSN: 2331-8422
ispartof arXiv.org, 2024-11
issn 2331-8422
language eng
recordid cdi_proquest_journals_3119818455
source Free E- Journals
subjects Climate change
Datasets
Natural language processing
News
title Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-02T04%3A17%3A15IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=document&rft.atitle=Dhoroni:%20Exploring%20Bengali%20Climate%20Change%20and%20Environmental%20Views%20with%20a%20Multi-Perspective%20News%20Dataset%20and%20Natural%20Language%20Processing&rft.jtitle=arXiv.org&rft.au=Wasi,%20Azmine%20Toushik&rft.date=2024-11-02&rft.eissn=2331-8422&rft_id=info:doi/&rft_dat=%3Cproquest%3E3119818455%3C/proquest%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=3119818455&rft_id=info:pmid/&rfr_iscdi=true