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.