Triple
T11060103
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | QGIS |
E261485
|
entity |
| Predicate | hasComponent |
P35
|
FINISHED |
| Object |
QGIS Python API
The QGIS Python API is a set of Python libraries and bindings that allow developers to automate, extend, and customize the QGIS desktop application and its geospatial processing capabilities.
|
E261485
|
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: QGIS Python API | Statement: [QGIS, hasComponent, QGIS Python API]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: QGIS Python API Context triple: [QGIS, hasComponent, QGIS Python API]
-
A.
QGIS
QGIS is a free, open-source geographic information system application used for viewing, editing, and analyzing geospatial data across multiple platforms.
-
B.
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.
-
C.
GIS
The Egyptian General Intelligence Service (GIS) is Egypt’s primary intelligence agency responsible for foreign intelligence gathering, national security, and covert operations.
-
D.
GIS
GIS (Gruppo di Intervento Speciale) is an elite special operations unit of the Italian Carabinieri focused on counter-terrorism, hostage rescue, and high-risk law enforcement missions.
-
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: QGIS Python API Triple: [QGIS, hasComponent, QGIS Python API]
Generated description
The QGIS Python API is a set of Python libraries and bindings that allow developers to automate, extend, and customize the QGIS desktop application and its geospatial processing capabilities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: QGIS Python API Target entity description: The QGIS Python API is a set of Python libraries and bindings that allow developers to automate, extend, and customize the QGIS desktop application and its geospatial processing capabilities.
-
A.
QGIS
chosen
QGIS is a free, open-source geographic information system application used for viewing, editing, and analyzing geospatial data across multiple platforms.
-
B.
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.
-
C.
GIS
The Egyptian General Intelligence Service (GIS) is Egypt’s primary intelligence agency responsible for foreign intelligence gathering, national security, and covert operations.
-
D.
GIS
GIS (Gruppo di Intervento Speciale) is an elite special operations unit of the Italian Carabinieri focused on counter-terrorism, hostage rescue, and high-risk law enforcement missions.
-
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.
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_69d6aa98650481908609c7c56bfa7902 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d798e991848190b07c2f48dae38681 |
completed | April 9, 2026, 12:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e3c87ab0308190a6a6ada1708f0ec2 |
completed | April 18, 2026, 6:07 p.m. |
| NEDg | Description generation | batch_69e3cefc00148190a1850dc6e31523c3 |
completed | April 18, 2026, 6:35 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69e3d014a644819092c76aa02b573ca9 |
completed | April 18, 2026, 6:40 p.m. |
Created at: April 8, 2026, 9:26 p.m.