Triple
T18347899
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jay Forrester |
E439589
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Urban Dynamics
Urban Dynamics is a pioneering systems dynamics book by Jay Forrester that models and analyzes the complex feedback processes driving growth, decline, and policy outcomes in urban environments.
|
E1319451
|
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: Urban Dynamics | Statement: [Jay Forrester, notableWork, Urban Dynamics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Urban Dynamics Context triple: [Jay Forrester, notableWork, Urban Dynamics]
-
A.
City & Society
City & Society is a peer-reviewed academic journal focusing on urban anthropology and the social, cultural, and political dynamics of cities.
-
B.
Urban Discipline
"Urban Discipline" is a landmark 1992 album by New York hardcore band Biohazard that fused hardcore punk, heavy metal, and hip hop influences and helped define the early 1990s crossover sound.
-
C.
City Life
City Life is a mural artwork, likely depicting scenes of urban living and the energy of city environments.
-
D.
Urbanisme
Urbanisme is a seminal 1925 book by architect Le Corbusier that outlines his influential modernist theories on city planning and the design of the contemporary urban environment.
-
E.
City Loop
City Loop is Melbourne’s central underground railway system that circulates suburban trains through key inner-city stations.
- 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: Urban Dynamics Triple: [Jay Forrester, notableWork, Urban Dynamics]
Generated description
Urban Dynamics is a pioneering systems dynamics book by Jay Forrester that models and analyzes the complex feedback processes driving growth, decline, and policy outcomes in urban environments.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Urban Dynamics Target entity description: Urban Dynamics is a pioneering systems dynamics book by Jay Forrester that models and analyzes the complex feedback processes driving growth, decline, and policy outcomes in urban environments.
-
A.
City & Society
City & Society is a peer-reviewed academic journal focusing on urban anthropology and the social, cultural, and political dynamics of cities.
-
B.
Urban Discipline
"Urban Discipline" is a landmark 1992 album by New York hardcore band Biohazard that fused hardcore punk, heavy metal, and hip hop influences and helped define the early 1990s crossover sound.
-
C.
City Life
City Life is a mural artwork, likely depicting scenes of urban living and the energy of city environments.
-
D.
Urbanisme
Urbanisme is a seminal 1925 book by architect Le Corbusier that outlines his influential modernist theories on city planning and the design of the contemporary urban environment.
-
E.
City Loop
City Loop is Melbourne’s central underground railway system that circulates suburban trains through key inner-city stations.
- 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_69d8b9175fec8190af865699b4e64d8c |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e514f594f88190a683e6224e091593 |
completed | April 19, 2026, 5:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a03cc266d608190988a7250a2626575 |
completed | May 13, 2026, 12:56 a.m. |
| NEDg | Description generation | batch_6a03cd30105c8190925ebd435d7b2925 |
completed | May 13, 2026, 1 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a03cdac1cc48190a1056371bed04c90 |
completed | May 13, 2026, 1:02 a.m. |
Created at: April 10, 2026, 10:37 a.m.