Datasets:

SLPG
/

UNGA

Topic stringlengths 3 104	Year int64 2.01k 2.02k	Category stringclasses 3 values	Domain stringclasses 12 values
Climate Change and Action	2,014	Global North	Climate Change
Economic Reform and Global Equality	2,014	Global North	Economic Development
Education and Global Understanding	2,014	Global North	International Cooperation
Global Education and Cooperation	2,014	Global North	International Cooperation
Diplomacy	2,014	Global North	Political Sovereignty and Governance
Economic Growth	2,014	Global North	Economic Development
Environmental Responsibility	2,014	Global North	Climate Change
Global Development	2,014	Global North	Economic Development
Diplomacy and Global Affairs	2,014	Global North	Political Sovereignty and Governance
Extremism and Cultural Diversity	2,014	Global North	Terrorism and Counter-terrorism
Extremism and Education	2,014	Global North	Terrorism and Counter-terrorism
Global Responsibility and Reform	2,014	Global North	Global Governance and Cooperation
Belgium's commitment	2,014	Global North	Political Sovereignty and Governance
Collective action	2,014	Global North	Multilateral Cooperation
Diplomatic efforts	2,014	Global North	Political Sovereignty and Governance
Global challenges	2,014	Global North	Global Governance and Cooperation
Free Trade Agreements	2,014	Global North	Economic Development
Global Challenges and Future Vision	2,014	Global North	Global Governance and Cooperation
Global Health Partnerships	2,014	Global North	Humanitarian and International Affairs
Health and Global Governance	2,014	Global North	Global Governance and Cooperation
Climate Action and Global Reform	2,014	Global North	Climate Change
Climate Change and Global Leadership	2,014	Global North	Climate Change
Education, Global Cooperation, and Violence Prevention	2,014	Global North	International Cooperation
Global Challenges and Sustainability	2,014	Global North	Sustainable Development
Adapting International Institutions	2,014	Global North	UN Reform and Role
Climate Action and Global Cooperation	2,014	Global North	Climate Change
Climate Change and Environmental Action	2,014	Global North	Climate Change
Digital Rights and the Digital World	2,014	Global North	Global Governance and Cooperation
Climate action & International cooperation	2,014	Global North	Climate Change
Climate change and global action	2,014	Global North	Climate Change
Ebola and global health	2,014	Global North	Humanitarian and International Affairs
Global Challenges	2,014	Global North	Global Governance and Cooperation
Democracy and Human Rights	2,014	Global North	Human Rights and Social Justice
Economic Development and Solidarity	2,014	Global North	Economic Development
Environmental Leadership	2,014	Global North	Climate Change
Environmental Responsibility	2,014	Global North	Climate Change
Arms Control and Peace	2,014	Global North	Conflict Resolution and Peace
Economic Growth and Equity	2,014	Global North	Economic Development
Global South and Redistribution	2,014	Global North	Economic Development
Global Support for Peace	2,014	Global North	Conflict Resolution and Peace
Global Counterterrorism Policy	2,014	Global North	Terrorism and Counter-terrorism
Climate Change & Global Cooperation	2,014	Global North	Climate Change
Global Counterterrorism Efforts	2,014	Global North	Terrorism and Counter-terrorism
Global Inequality and Extremism	2,014	Global North	Terrorism and Counter-terrorism
Democracy and Governance	2,014	Global North	Political Sovereignty and Governance
Expanding British Intervention	2,014	Global North	Political Sovereignty and Governance
Extremism and Terrorism	2,014	Global North	Terrorism and Counter-terrorism
Governance and Extremism	2,014	Global North	Terrorism and Counter-terrorism
Crisis Management	2,014	Global North	Humanitarian and International Affairs
Cyprus Mediation	2,014	Global North	Conflict Resolution and Peace
Diplomacy and Peace	2,014	Global North	Conflict Resolution and Peace
EU-UN Alliance	2,014	Global North	Multilateral Cooperation
Climate Action and Agriculture	2,014	Global North	Climate Change
Education and Global Impact	2,014	Global North	International Cooperation
Gender Equality and Action	2,014	Global North	Human Rights and Social Justice
Global Human Rights Protection	2,014	Global North	Human Rights and Social Justice
Climate action, Renewable energy	2,014	Global North	Climate Change
Gender equality, Women's rights	2,014	Global North	Human Rights and Social Justice
Global food security, Land degradation	2,014	Global North	Economic Development
Global inequality, Sustainable Development	2,014	Global North	Sustainable Development
Global Cooperation & Response	2,014	Global North	International Cooperation
Human Rights Council	2,014	Global North	Human Rights and Social Justice
Iran's Nuclear Program	2,014	Global North	Terrorism and Counter-terrorism
Militant Islam's global ambitions	2,014	Global North	Terrorism and Counter-terrorism
Global Governance	2,014	Global North	Global Governance and Cooperation
Human Rights Advocacy	2,014	Global North	Human Rights and Social Justice
Importance of Education	2,014	Global North	International Cooperation
International Cooperation	2,014	Global North	International Cooperation
Development assistance philosophy	2,014	Global North	Economic Development
Development in Gaza and Middle East	2,014	Global North	Humanitarian and International Affairs
Ebola and health crises in Africa	2,014	Global North	Humanitarian and International Affairs
Global health & multilateral response	2,014	Global North	Humanitarian and International Affairs
Climate action	2,014	Global North	Climate Change
Education and development	2,014	Global North	International Cooperation
Human rights in conflict	2,014	Global North	Human Rights and Social Justice
Human rights protection	2,014	Global North	Human Rights and Social Justice
Collective security and global peace	2,014	Global North	Conflict Resolution and Peace
Human rights and global equality	2,014	Global North	Human Rights and Social Justice
Humanitarian law and civilian protection	2,014	Global North	Humanitarian and International Affairs
Justice and international law	2,014	Global North	Political Sovereignty and Governance
Climate Action and International Commitment	2,014	Global North	Climate Change
Climate Change and Global Agreement	2,014	Global North	Climate Change
Climate Change and Global Impact	2,014	Global North	Climate Change
Climate Change and Global Response	2,014	Global North	Climate Change
Climate Action, Sustainable Technologies	2,014	Global North	Climate Change
Global Health Crises and International Cooperation	2,014	Global North	Humanitarian and International Affairs
Human Rights, R2P, and Peace	2,014	Global North	Human Rights and Social Justice
Humanitarian Aid, Conflict Zones	2,014	Global North	Humanitarian and International Affairs
Global Stability	2,014	Global North	Global Governance and Cooperation
Humanitarian Aid	2,014	Global North	Humanitarian and International Affairs
International Cooperation	2,014	Global North	International Cooperation
International Justice	2,014	Global North	Political Sovereignty and Governance
Human Rights	2,014	Global North	Human Rights and Social Justice
Education	2,014	Global North	International Cooperation
Education and Poverty	2,014	Global North	International Cooperation
Healthcare and Development	2,014	Global North	Economic Development
International Cooperation	2,014	Global North	International Cooperation
Climate Change Action	2,014	Global North	Climate Change
Climate Change and Energy	2,014	Global North	Climate Change
Global Action Needed	2,014	Global North	Global Governance and Cooperation

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Citation

If you use this dataset, please cite the following paper:

BibTeX:

@article{Mumtaz2026,
  title     = {Temporal Robustness of Large Language Models for Thematic Classification of UN General Assembly Debates},
  author    = {Mumtaz, Fatima and Abdul Rauf, Sadaf and Nauman, Saadia Ishtiaq and Malik, Muhammad Ghulam Abbas and Imran, Muhammad},
  journal   = {Information},
  year      = {2026}
}

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