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Model Information

This model is based on the nasa-impact/nasa-smd-ibm-st-v2 model. It has been fine-tuned for a classification task using approximately 1400 publication abstracts in earth sciences. The model was validated on 1000 unseen abstracts. The labelling of the publications was conducted by the NASA GES-DISC science team. The training and validation dataset, along with performance scores, will be published here soon.

Label Mapping

The model classifies inputs into the following categories, each represented by a unique label ID:

Category ID
Agriculture 0
Air Quality 1
Atmospheric/Ocean Indicators 2
Cryospheric Indicators 3
Droughts 4
Earthquakes 5
Ecosystems 6
Energy Production/Use 7
Environmental Impacts 8
Floods 9
Greenhouse Gases 10
Habitat Conversion/Fragmentation 11
Heat 12
Land Surface/Agriculture Indicators 13
Public Health 14
Severe Storms 15
Sun-Earth Interactions 16
Validation 17
Volcanic Eruptions 18
Water Quality 19
Wildfires 20
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