Triple
T480120
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Abuja |
E9148
|
entity |
| Predicate | masterPlanBy |
P12807
|
FINISHED |
| Object |
International Planning Associates
International Planning Associates is an urban planning and design firm known for developing the master plan for Nigeria’s purpose-built capital city, Abuja.
|
E60032
|
NE FINISHED |
How this triple was built (5 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: International Planning Associates | Statement: [Abuja, masterPlanBy, International Planning Associates]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: International Planning Associates Context triple: [Abuja, masterPlanBy, International Planning Associates]
-
A.
RTKL Associates Inc.
RTKL Associates Inc. is a global architecture and design firm known for large-scale civic, commercial, and mixed-use projects.
-
B.
The American Planning Association
The American Planning Association is a professional organization in the United States that supports urban and regional planners through research, education, advocacy, and the promotion of best practices in community planning and development.
-
C.
WSP Global
WSP Global is a Canadian-based multinational professional services firm specializing in engineering, design, and consulting for infrastructure, environmental, building, and transportation projects worldwide.
-
D.
HKS, Inc.
HKS, Inc. is a global architecture firm known for designing major sports, entertainment, and commercial venues.
-
E.
Arup Associates
Arup Associates is a multidisciplinary architectural and engineering firm known for designing innovative, high-performance buildings and cultural venues.
- 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: International Planning Associates Triple: [Abuja, masterPlanBy, International Planning Associates]
Generated description
International Planning Associates is an urban planning and design firm known for developing the master plan for Nigeria’s purpose-built capital city, Abuja.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: International Planning Associates Target entity description: International Planning Associates is an urban planning and design firm known for developing the master plan for Nigeria’s purpose-built capital city, Abuja.
-
A.
RTKL Associates Inc.
RTKL Associates Inc. is a global architecture and design firm known for large-scale civic, commercial, and mixed-use projects.
-
B.
The American Planning Association
The American Planning Association is a professional organization in the United States that supports urban and regional planners through research, education, advocacy, and the promotion of best practices in community planning and development.
-
C.
WSP Global
WSP Global is a Canadian-based multinational professional services firm specializing in engineering, design, and consulting for infrastructure, environmental, building, and transportation projects worldwide.
-
D.
HKS, Inc.
HKS, Inc. is a global architecture firm known for designing major sports, entertainment, and commercial venues.
-
E.
Arup Associates
Arup Associates is a multidisciplinary architectural and engineering firm known for designing innovative, high-performance buildings and cultural venues.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: masterPlanBy Context triple: [Abuja, masterPlanBy, International Planning Associates]
-
A.
plannedUnder
Indicates that one entity has been scheduled, organized, or arranged to occur within the scope, authority, or framework of another entity.
-
B.
bodyPlan
Indicates the overall structural organization and arrangement of an organism’s body, including the layout and relationship of its major parts.
-
C.
planned
Indicates that an entity has intentionally arranged or scheduled another entity or event to occur in the future.
-
D.
planner
chosen
Indicates that an entity is responsible for organizing, scheduling, or coordinating activities, tasks, or resources.
-
E.
hasManagementPlan
Indicates that an entity is associated with a defined management plan specifying how it should be overseen, maintained, or administered.
- F. None of above.
Provenance (6 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_69a2e7ff81708190b0507a24a997232c |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2f057c4ac819080cf43ffaa56c350 |
completed | Feb. 28, 2026, 1:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a46c5f07808190aeafebb8e7cd7df9 |
completed | March 1, 2026, 4:42 p.m. |
| NEDg | Description generation | batch_69a46cf0592081908803613c91c1ec13 |
completed | March 1, 2026, 4:44 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a46d4df73c8190a0fb6b3dbcb40e50 |
completed | March 1, 2026, 4:46 p.m. |
| PD | Predicate disambiguation | batch_69a2edf1d5848190a7da27e2fddc136f |
completed | Feb. 28, 2026, 1:30 p.m. |
Created at: Feb. 28, 2026, 1:12 p.m.