Triple
T17561174
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | GDAL |
E427697
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
OSGeo software stack
The OSGeo software stack is a collection of open-source geospatial tools and libraries maintained by the Open Source Geospatial Foundation for tasks such as spatial data processing, analysis, and mapping.
|
E1276160
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: OSGeo software stack | Statement: [GDAL, partOf, OSGeo software stack]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: OSGeo software stack Context triple: [GDAL, partOf, OSGeo software stack]
-
A.
GeoTools
GeoTools is an open-source Java GIS toolkit that provides tools and APIs for geospatial data access, processing, and visualization.
-
B.
GRASS GIS
GRASS GIS is an open-source geographic information system software suite used for geospatial data management, analysis, and visualization.
-
C.
QGIS
QGIS is a free, open-source geographic information system application used for viewing, editing, and analyzing geospatial data across multiple platforms.
-
D.
GDAL
GDAL is an open-source geospatial data abstraction library widely used for reading, writing, and transforming a broad range of raster and vector geographic data formats.
-
E.
GeoServer
GeoServer is an open-source server application that allows users to share, process, and edit geospatial data using open standards such as WMS, WFS, and WCS.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: OSGeo software stack Triple: [GDAL, partOf, OSGeo software stack]
Generated description
The OSGeo software stack is a collection of open-source geospatial tools and libraries maintained by the Open Source Geospatial Foundation for tasks such as spatial data processing, analysis, and mapping.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: OSGeo software stack Target entity description: The OSGeo software stack is a collection of open-source geospatial tools and libraries maintained by the Open Source Geospatial Foundation for tasks such as spatial data processing, analysis, and mapping.
-
A.
GeoTools
GeoTools is an open-source Java GIS toolkit that provides tools and APIs for geospatial data access, processing, and visualization.
-
B.
GRASS GIS
GRASS GIS is an open-source geographic information system software suite used for geospatial data management, analysis, and visualization.
-
C.
QGIS
QGIS is a free, open-source geographic information system application used for viewing, editing, and analyzing geospatial data across multiple platforms.
-
D.
GDAL
GDAL is an open-source geospatial data abstraction library widely used for reading, writing, and transforming a broad range of raster and vector geographic data formats.
-
E.
GeoServer
GeoServer is an open-source server application that allows users to share, process, and edit geospatial data using open standards such as WMS, WFS, and WCS.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d889e0385081908a04b66f4dd4bd0d |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e456267e208190a1238fbe1a535bb0 |
completed | April 19, 2026, 4:12 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01dde252e08190bd8dbf8ba33927b7 |
completed | May 11, 2026, 1:47 p.m. |
| NEDg | Description generation | batch_6a01dec5eab081909fce130918af78fc |
completed | May 11, 2026, 1:51 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a01df1aa7288190be05d05675aa6c80 |
completed | May 11, 2026, 1:52 p.m. |
Created at: April 10, 2026, 5:50 a.m.