Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
json
Sub-tasks:
multi-label-classification
Languages:
English
Size:
1K - 10K
Tags:
climate-change
climate-adaptation
climate-mitigation
hierarchical-classification
multi-label-classification
zero-shot-classification
License:
| { | |
| "task": "zero-shot hierarchical multi-label text classification", | |
| "root": "Climate change solution", | |
| "levels": [ | |
| "phase", | |
| "solution_domain", | |
| "solution_category" | |
| ], | |
| "hierarchy": { | |
| "Long-term": { | |
| "Land use and urban planning": [ | |
| "Low-risk land use plan and core function", | |
| "High-risk area construction control", | |
| "Green infrastructure distribution" | |
| ], | |
| "Infrastructure and utilities": [ | |
| "Hazard defense and protection infrastructure (e.g., barrier, flood wall, sea wall)", | |
| "Emergency shelter construction", | |
| "Resilient communication and transportation system (road, airport, etc.)", | |
| "Resilient utility supply system (water, gas, electronic)", | |
| "Infrastructure routine maintenance" | |
| ], | |
| "Ecosystems, agriculture, and industry resilience": [ | |
| "Forestry & reforestation", | |
| "Biodiversity conservation", | |
| "Climate-smart agriculture / climate-resilient agriculture", | |
| "Resilient industry" | |
| ], | |
| "Mitigation and clean energy": [ | |
| "Industrial carbon reduction", | |
| "Low-carbon transportation system", | |
| "Pollution control and clean energy promotion" | |
| ], | |
| "Governance, planning, and finance": [ | |
| "Specific organizations establishment", | |
| "Public funds", | |
| "Private investment", | |
| "Long-term adaptation plan establishment and improvement", | |
| "Immediate disaster operation plan establishment and improvement" | |
| ], | |
| "Knowledge, monitoring, and capacity building": [ | |
| "Data collection and database establishment", | |
| "Early warning system testing and territory-wide coverage", | |
| "Scientific research support and technology innovation", | |
| "Satellites technology support for large-scale data monitoring", | |
| "Research on urban resilience and disaster risk", | |
| "Dissemination and international collaboration", | |
| "Safety and disaster preparedness education", | |
| "Regular disaster evacuation drills", | |
| "Local official crisis management training" | |
| ] | |
| }, | |
| "Short-term": { | |
| "Infrastructure and utilities": [ | |
| "Short-term emergency infrastructure construction and retrofitting", | |
| "Lifeline management and supply guarantee (water, electricity, gas)", | |
| "Infrastructure damage reporting and emergency repair" | |
| ], | |
| "Governance, planning, and finance": [ | |
| "Government emergency and quick response funding", | |
| "Financial assistance for reconstruction support", | |
| "Society donation management", | |
| "Suspension of activities and public advisories" | |
| ], | |
| "Knowledge, monitoring, and capacity building": [ | |
| "Weather and hazard data monitoring, analysis, and forecasting", | |
| "Emergency warning and public alerts", | |
| "Real-time updates and information transparency" | |
| ], | |
| "Emergency response and recovery": [ | |
| "Emergency rescue and volunteer deployment", | |
| "Emergency relief supplies and aid distribution", | |
| "Personnel evacuation and shelter", | |
| "Sanitation management", | |
| "Waste management", | |
| "Eliminate pests", | |
| "Prevent chemical contamination", | |
| "Traveler advisories and transport management" | |
| ], | |
| "Public health and social protection": [ | |
| "Care for vulnerable groups", | |
| "Gender equality in emergency management", | |
| "Mental health and psychological support" | |
| ] | |
| } | |
| }, | |
| "solution_details_classification": { | |
| "unit": "semicolon-separated item in solution_details", | |
| "method": "Each detail item is mapped to the same phase/domain/category taxonomy with alias and keyword rules; if only one solution category exists for a record, unmatched detail items inherit that single category." | |
| }, | |
| "label_descriptions": { | |
| "Long-term": "Sustained resilience, adaptive capacity building, mitigation, and systemic risk reduction.", | |
| "Short-term": "Immediate response, emergency relief, and rapid recovery after a disaster event." | |
| } | |
| } | |