Triple

T14825652
Position Surface form Disambiguated ID Type / Status
Subject Peter Calthorpe E348562 entity
Predicate founded P104 FINISHED
Object Calthorpe Associates
Calthorpe Associates is an urban design and planning firm known for pioneering transit-oriented development and sustainable, walkable community design.
E1122701 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: Calthorpe Associates | Statement: [Peter Calthorpe, founded, Calthorpe Associates]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Calthorpe Associates
Context triple: [Peter Calthorpe, founded, Calthorpe Associates]
  • A. Parish-Hadley Associates
    Parish-Hadley Associates was a highly influential American interior design firm renowned for shaping 20th-century high-society and traditional interior aesthetics.
  • B. Robert Fairfield Associates
    Robert Fairfield Associates is an architectural firm best known for designing prominent cultural venues such as the Stratford Festival Theatre in Ontario, Canada.
  • C. Robin Moorhouse and Associates
    Robin Moorhouse and Associates is an Australian architectural and design firm known for creating commemorative and memorial structures, including the Australian Service Nurses National Memorial in Canberra.
  • D. Chetwoods Architects
    Chetwoods Architects is a British architectural practice known for innovative, sustainable designs across cultural, commercial, and infrastructure projects.
  • E. Cooper-Lecky Architects
    Cooper-Lecky Architects is an American architectural firm best known for creating prominent public memorials, including the Korean War Veterans Memorial in Washington, D.C.
  • 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: Calthorpe Associates
Triple: [Peter Calthorpe, founded, Calthorpe Associates]
Generated description
Calthorpe Associates is an urban design and planning firm known for pioneering transit-oriented development and sustainable, walkable community design.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Calthorpe Associates
Target entity description: Calthorpe Associates is an urban design and planning firm known for pioneering transit-oriented development and sustainable, walkable community design.
  • A. Parish-Hadley Associates
    Parish-Hadley Associates was a highly influential American interior design firm renowned for shaping 20th-century high-society and traditional interior aesthetics.
  • B. Robert Fairfield Associates
    Robert Fairfield Associates is an architectural firm best known for designing prominent cultural venues such as the Stratford Festival Theatre in Ontario, Canada.
  • C. Robin Moorhouse and Associates
    Robin Moorhouse and Associates is an Australian architectural and design firm known for creating commemorative and memorial structures, including the Australian Service Nurses National Memorial in Canberra.
  • D. Chetwoods Architects
    Chetwoods Architects is a British architectural practice known for innovative, sustainable designs across cultural, commercial, and infrastructure projects.
  • E. Cooper-Lecky Architects
    Cooper-Lecky Architects is an American architectural firm best known for creating prominent public memorials, including the Korean War Veterans Memorial in Washington, D.C.
  • 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_69d822eb8f588190bf53445e730a934f completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69ded0713700819097bbb0352650984b completed April 14, 2026, 11:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe389f48cc819089d860f0208dd465 completed May 8, 2026, 7:25 p.m.
NEDg Description generation batch_69fe3a2167348190bb428c7f23ec9748 completed May 8, 2026, 7:31 p.m.
NED2 Entity disambiguation (via description) batch_69fe3aee9d248190b202c7252f290f38 completed May 8, 2026, 7:35 p.m.
Created at: April 10, 2026, 1:51 a.m.