Triple
T4483418
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | U.S. Bank Tower |
E100182
|
entity |
| Predicate | structuralEngineer |
P616
|
FINISHED |
| Object |
John A. Martin & Associates
John A. Martin & Associates is a structural engineering firm known for designing major high-rise and complex structures, including landmark skyscrapers in the United States.
|
E444037
|
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: John A. Martin & Associates | Statement: [U.S. Bank Tower, structuralEngineer, John A. Martin & Associates]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John A. Martin & Associates Context triple: [U.S. Bank Tower, structuralEngineer, John A. Martin & Associates]
-
A.
L.D. Astorino & Associates
L.D. Astorino & Associates is an American architecture firm known for designing major sports and institutional facilities, including the NFL’s Acrisure Stadium in Pittsburgh.
-
B.
Melvin Simon & Associates
Melvin Simon & Associates was a major American shopping mall development and management company founded by Melvin Simon, known for building and operating numerous retail centers across the United States.
-
C.
S. Graham & Associates
S. Graham & Associates is a management and marketing consulting firm led by educator, author, and businessman Stedman Graham, focusing on leadership development and personal branding.
-
D.
Omrania and Associates
Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
-
E.
Foster Associates
Foster Associates is the renowned architectural practice established by British architect Norman Foster, known for its innovative, high-tech modernist designs.
- 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: John A. Martin & Associates Triple: [U.S. Bank Tower, structuralEngineer, John A. Martin & Associates]
Generated description
John A. Martin & Associates is a structural engineering firm known for designing major high-rise and complex structures, including landmark skyscrapers in the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: John A. Martin & Associates Target entity description: John A. Martin & Associates is a structural engineering firm known for designing major high-rise and complex structures, including landmark skyscrapers in the United States.
-
A.
L.D. Astorino & Associates
L.D. Astorino & Associates is an American architecture firm known for designing major sports and institutional facilities, including the NFL’s Acrisure Stadium in Pittsburgh.
-
B.
Melvin Simon & Associates
Melvin Simon & Associates was a major American shopping mall development and management company founded by Melvin Simon, known for building and operating numerous retail centers across the United States.
-
C.
S. Graham & Associates
S. Graham & Associates is a management and marketing consulting firm led by educator, author, and businessman Stedman Graham, focusing on leadership development and personal branding.
-
D.
Omrania and Associates
Omrania and Associates is a Saudi-based architectural and engineering firm known for designing prominent modern landmarks and large-scale urban projects in the Middle East.
-
E.
Foster Associates
Foster Associates is the renowned architectural practice established by British architect Norman Foster, known for its innovative, high-tech modernist designs.
- 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_69b34553cbe48190afa8ac1cac285b86 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b356fd35088190be79efc6c7317e2a |
completed | March 13, 2026, 12:14 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b6378930c48190ae589a895e5b7bc6 |
completed | March 15, 2026, 4:37 a.m. |
| NEDg | Description generation | batch_69b63b677048819091f4c89ecd620221 |
completed | March 15, 2026, 4:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b63fa0b3f48190938431d39adf4a7f |
completed | March 15, 2026, 5:12 a.m. |
Created at: March 12, 2026, 11:36 p.m.