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:
File size: 4,077 Bytes
8783169 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 | {
"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."
}
}
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