Triple

T7884821
Position Surface form Disambiguated ID Type / Status
Subject Doxiadis Associates E183075 entity
Predicate notableProject P4 FINISHED
Object Tema New Town planning in Ghana
Tema New Town planning in Ghana is a major mid-20th-century urban development project that transformed a coastal area near Accra into a planned industrial and residential city.
E696291 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: Tema New Town planning in Ghana | Statement: [Doxiadis Associates, notableProject, Tema New Town planning in Ghana]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tema New Town planning in Ghana
Context triple: [Doxiadis Associates, notableProject, Tema New Town planning in Ghana]
  • A. Town Planning in Practice
    Town Planning in Practice is a seminal early 20th-century book on urban planning that helped shape modern town planning principles and the garden city movement.
  • B. new towns program of Egypt
    The new towns program of Egypt is a government-led urban development initiative aimed at creating planned cities across the country to alleviate congestion in existing urban centers and support population and economic growth.
  • C. Centre for Planning
    The Centre for Planning is a specialized unit within the Norwegian Institute of Public Health focused on strategic development, coordination, and preparedness in public health initiatives.
  • D. The New Exploration: A Philosophy of Regional Planning
    The New Exploration: A Philosophy of Regional Planning is a seminal work by Benton MacKaye that articulates a visionary framework for integrating environmental conservation, regional development, and human well-being in land-use planning.
  • E. Scottish new towns programme
    The Scottish new towns programme was a post-World War II urban planning initiative that created planned communities across Scotland to alleviate housing shortages, decentralize population, and stimulate regional economic development.
  • 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: Tema New Town planning in Ghana
Triple: [Doxiadis Associates, notableProject, Tema New Town planning in Ghana]
Generated description
Tema New Town planning in Ghana is a major mid-20th-century urban development project that transformed a coastal area near Accra into a planned industrial and residential city.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tema New Town planning in Ghana
Target entity description: Tema New Town planning in Ghana is a major mid-20th-century urban development project that transformed a coastal area near Accra into a planned industrial and residential city.
  • A. Town Planning in Practice
    Town Planning in Practice is a seminal early 20th-century book on urban planning that helped shape modern town planning principles and the garden city movement.
  • B. new towns program of Egypt
    The new towns program of Egypt is a government-led urban development initiative aimed at creating planned cities across the country to alleviate congestion in existing urban centers and support population and economic growth.
  • C. Centre for Planning
    The Centre for Planning is a specialized unit within the Norwegian Institute of Public Health focused on strategic development, coordination, and preparedness in public health initiatives.
  • D. The New Exploration: A Philosophy of Regional Planning
    The New Exploration: A Philosophy of Regional Planning is a seminal work by Benton MacKaye that articulates a visionary framework for integrating environmental conservation, regional development, and human well-being in land-use planning.
  • E. Scottish new towns programme
    The Scottish new towns programme was a post-World War II urban planning initiative that created planned communities across Scotland to alleviate housing shortages, decentralize population, and stimulate regional economic development.
  • 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_69ca828af6e48190a06ee7010d8f0e64 completed March 30, 2026, 2:02 p.m.
NER Named-entity recognition batch_69cb39d62a148190bed4e0d199aa427b completed March 31, 2026, 3:04 a.m.
NED1 Entity disambiguation (via context triple) batch_69cb5b9286c881909ec01cb899e71d42 completed March 31, 2026, 5:28 a.m.
NEDg Description generation batch_69cb5df0287881908bce1a4449e9f252 completed March 31, 2026, 5:38 a.m.
NED2 Entity disambiguation (via description) batch_69cb769944d08190ba8c2f5fe76e037b completed March 31, 2026, 7:24 a.m.
Created at: March 30, 2026, 4:59 p.m.