Triple
T14825675
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Peter Calthorpe |
E348562
|
entity |
| Predicate | hasConcept |
P531
|
FINISHED |
| Object | Transit-Oriented Development |
E69866
|
NE FINISHED |
How this triple was built (2 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 | Statement: [Peter Calthorpe, hasConcept, Transit-Oriented Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Transit-Oriented Development Context triple: [Peter Calthorpe, hasConcept, Transit-Oriented Development]
-
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.
New Urbanism
chosen
New Urbanism is an urban design movement that promotes walkable, mixed-use, human-scaled neighborhoods as an alternative to car-dependent suburban sprawl.
-
C.
Metropolitan Transportation Plan
The Metropolitan Transportation Plan is a long-range, comprehensive blueprint that guides future transportation investments and policies for the Warner Robins metropolitan area.
-
D.
Multimodal Transportation
Multimodal Transportation is a division focused on planning, coordinating, and supporting transportation systems that integrate multiple modes such as transit, rail, aviation, ports, and pedestrian and bicycle travel.
-
E.
Metropolitan Transit System
The Metropolitan Transit System is the primary public transportation agency serving the San Diego region, operating buses, trolleys, and related transit services.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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. |
Created at: April 10, 2026, 1:51 a.m.