Triple

T14825667
Position Surface form Disambiguated ID Type / Status
Subject Peter Calthorpe E348562 entity
Predicate theorized P119 FINISHED
Object Transit-Oriented Development (TOD) as a planning framework
Transit-Oriented Development (TOD) as a planning framework is an urban design and land-use strategy that promotes compact, walkable, mixed-use neighborhoods centered around high-quality public transit to reduce car dependence and support sustainable growth.
E1122707 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: Transit-Oriented Development (TOD) as a planning framework | Statement: [Peter Calthorpe, theorized, Transit-Oriented Development (TOD) as a planning framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transit-Oriented Development (TOD) as a planning framework
Context triple: [Peter Calthorpe, theorized, Transit-Oriented Development (TOD) as a planning framework]
  • A. Wyandanch Village transit-oriented development
    Wyandanch Village transit-oriented development is a mixed-use, pedestrian-focused redevelopment project in Wyandanch, New York, designed to revitalize the area with new housing, retail, and public spaces centered around mass transit access.
  • B. 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.
  • C. San Francisco Transit-First Policy
    The San Francisco Transit-First Policy is a citywide transportation framework that prioritizes public transit, walking, and cycling over private automobiles in planning and street design decisions.
  • D. Dual System of Rapid Transit
    The Dual System of Rapid Transit was an early 20th-century expansion and unification plan for New York City's subway network, implemented through joint contracts between the city and private transit companies.
  • E. Viva bus rapid transit
    Viva bus rapid transit is a bus rapid transit system in York Region, Ontario, providing frequent, limited-stop service along major corridors north of Toronto.
  • 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: Transit-Oriented Development (TOD) as a planning framework
Triple: [Peter Calthorpe, theorized, Transit-Oriented Development (TOD) as a planning framework]
Generated description
Transit-Oriented Development (TOD) as a planning framework is an urban design and land-use strategy that promotes compact, walkable, mixed-use neighborhoods centered around high-quality public transit to reduce car dependence and support sustainable growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transit-Oriented Development (TOD) as a planning framework
Target entity description: Transit-Oriented Development (TOD) as a planning framework is an urban design and land-use strategy that promotes compact, walkable, mixed-use neighborhoods centered around high-quality public transit to reduce car dependence and support sustainable growth.
  • A. Wyandanch Village transit-oriented development
    Wyandanch Village transit-oriented development is a mixed-use, pedestrian-focused redevelopment project in Wyandanch, New York, designed to revitalize the area with new housing, retail, and public spaces centered around mass transit access.
  • B. 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.
  • C. San Francisco Transit-First Policy
    The San Francisco Transit-First Policy is a citywide transportation framework that prioritizes public transit, walking, and cycling over private automobiles in planning and street design decisions.
  • D. Dual System of Rapid Transit
    The Dual System of Rapid Transit was an early 20th-century expansion and unification plan for New York City's subway network, implemented through joint contracts between the city and private transit companies.
  • E. Viva bus rapid transit
    Viva bus rapid transit is a bus rapid transit system in York Region, Ontario, providing frequent, limited-stop service along major corridors north of Toronto.
  • 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.