land-use
Datasets
All datasets matching “land-use”benchmark-llms-landuse-relevance
Land-use relevance benchmark
v3-multilingual · model-level macro averages over completed language checkpoints.
Code: https://github.com/NoeFlandre/benchmark-llms-landuse-relevance
Benchmark
Binary sentence classification of land-use, land-cover, and geographic-environment
signal observable from remote sensing.
setting
value
languages
85
items per language
300
labels
yes, no
positive class
yes
prompt language
English
generation
greedy… See the full description on the dataset page: https://huggingface.co/datasets/NoeFlandre/benchmark-llms-landuse-relevance.africa-landuse-11class-v1
MapSpace LSG 2026: Africa 11-Class Land Use
Dataset Details
This dataset contains POI-based land-use estimates for LandScan Global grid cells in Africa. It was generated and is shared by the Geospatial Science and Engineering Division at Oak Ridge National Laboratory.
Curated by: Geospatial Science and Engineering Division, Oak Ridge National Laboratory
Version: v1
License: CC BY 4.0
Geographic coverage: Africa
Spatial grid: 30 arc seconds (1/120 degree)
CRS:… See the full description on the dataset page: https://huggingface.co/datasets/MapSpaceORNL/africa-landuse-11class-v1.asia-landuse-11class-v1
MapSpace LSG 2026: Asia 11-Class Land Use
Dataset Details
This dataset contains POI-based land-use estimates for LandScan Global grid cells in Asia. It was generated and is shared by the Geospatial Science and Engineering Division at Oak Ridge National Laboratory.
Curated by: Geospatial Science and Engineering Division, Oak Ridge National Laboratory
Version: v1
License: CC BY 4.0
Geographic coverage: Asia
Spatial grid: 30 arc seconds (1/120 degree)
CRS: EPSG:4326… See the full description on the dataset page: https://huggingface.co/datasets/MapSpaceORNL/asia-landuse-11class-v1.central-america-landuse-11class-v1
MapSpace LSG 2026: Central America 11-Class Land Use
Dataset Details
This dataset contains POI-based land-use estimates for LandScan Global grid cells in Central America. It was generated and is shared by the Geospatial Science and Engineering Division at Oak Ridge National Laboratory.
Curated by: Geospatial Science and Engineering Division, Oak Ridge National Laboratory
Version: v1
License: CC BY 4.0
Geographic coverage: Central America
Spatial grid: 30 arc… See the full description on the dataset page: https://huggingface.co/datasets/MapSpaceORNL/central-america-landuse-11class-v1.landuse-sentence-relevance-golden-human-set
Land-use sentence relevance golden human set
This release contains the final 300-row V3 benchmark in English plus one
parallel CSV for each of the 84 non-English project-provided sat-3l-sm
language codes. There are 85 language files in total.
Files
Every file is at
data/translations/<iso>/v3-final-<iso>.csv. The nine columns are:
sentence, label, polygon_name, h3_cell, latitude, longitude,
source, region, source_url.
The Dataset Viewer exposes these files as 85… See the full description on the dataset page: https://huggingface.co/datasets/NoeFlandre/landuse-sentence-relevance-golden-human-set.europe-landuse-11class-v1
MapSpace LSG 2026: Europe 11-Class Land Use
Dataset Details
This dataset contains POI-based land-use estimates for LandScan Global grid cells in Europe. It was generated and is shared by the Geospatial Science and Engineering Division at Oak Ridge National Laboratory.
Curated by: Geospatial Science and Engineering Division, Oak Ridge National Laboratory
Version: v1
License: CC BY 4.0
Geographic coverage: Europe
Spatial grid: 30 arc seconds (1/120 degree)
CRS:… See the full description on the dataset page: https://huggingface.co/datasets/MapSpaceORNL/europe-landuse-11class-v1.