Triple

T11060098
Position Surface form Disambiguated ID Type / Status
Subject QGIS E261485 entity
Predicate usesLibrary P4791 FINISHED
Object Proj
Proj is an open-source library for performing cartographic projections and coordinate transformations widely used in geographic information systems.
E902848 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: Proj | Statement: [QGIS, usesLibrary, Proj]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Proj
Context triple: [QGIS, usesLibrary, Proj]
  • A. The Project
    The Project is an Australian television news and current affairs panel show on Network Ten that blends serious journalism with comedy and pop culture commentary.
  • B. Proz
    Proz is a musical artist known for contributing featured vocals to the track "Birth of a Prince."
  • C. PRO
    PRO is the Professional Referee Organization that manages and develops professional soccer match officials in the United States and Canada.
  • D. Neo project
    The Neo project is a major urban redevelopment initiative on Brussels’ Heysel Plateau, aiming to transform the area into a mixed-use district with housing, offices, retail, and leisure facilities.
  • E. PRD
    PRD is a major left-of-center political party in Mexico known formally as the Party of the Democratic Revolution.
  • 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: Proj
Triple: [QGIS, usesLibrary, Proj]
Generated description
Proj is an open-source library for performing cartographic projections and coordinate transformations widely used in geographic information systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Proj
Target entity description: Proj is an open-source library for performing cartographic projections and coordinate transformations widely used in geographic information systems.
  • A. The Project
    The Project is an Australian television news and current affairs panel show on Network Ten that blends serious journalism with comedy and pop culture commentary.
  • B. Proz
    Proz is a musical artist known for contributing featured vocals to the track "Birth of a Prince."
  • C. PRO
    PRO is the Professional Referee Organization that manages and develops professional soccer match officials in the United States and Canada.
  • D. Neo project
    The Neo project is a major urban redevelopment initiative on Brussels’ Heysel Plateau, aiming to transform the area into a mixed-use district with housing, offices, retail, and leisure facilities.
  • E. PRD
    PRD is a major left-of-center political party in Mexico known formally as the Party of the Democratic Revolution.
  • 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_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.