Triple
T4258414
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stedman Graham |
E96038
|
entity |
| Predicate | founded |
P104
|
FINISHED |
| Object |
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.
|
E423376
|
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: S. Graham & Associates | Statement: [Stedman Graham, founded, S. Graham & Associates]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: S. Graham & Associates Context triple: [Stedman Graham, founded, S. Graham & Associates]
-
A.
Kirkegaard Associates
Kirkegaard Associates is an acoustical consulting firm renowned for designing the sound environments of prominent performance spaces and concert halls worldwide.
-
B.
Graham-Newman Corporation
Graham-Newman Corporation was an influential mid-20th-century investment partnership known for pioneering value investing principles under Benjamin Graham’s leadership.
-
C.
John Graham & Company
John Graham & Company was a prominent American architectural firm best known for designing Seattle’s iconic Space Needle and numerous commercial buildings in the mid-20th century.
-
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.
Doxiadis Associates
Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
- 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: S. Graham & Associates Triple: [Stedman Graham, founded, S. Graham & Associates]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: S. Graham & Associates Target entity description: 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.
-
A.
Kirkegaard Associates
Kirkegaard Associates is an acoustical consulting firm renowned for designing the sound environments of prominent performance spaces and concert halls worldwide.
-
B.
Graham-Newman Corporation
Graham-Newman Corporation was an influential mid-20th-century investment partnership known for pioneering value investing principles under Benjamin Graham’s leadership.
-
C.
John Graham & Company
John Graham & Company was a prominent American architectural firm best known for designing Seattle’s iconic Space Needle and numerous commercial buildings in the mid-20th century.
-
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.
Doxiadis Associates
Doxiadis Associates was an influential Greek architectural and urban planning firm founded by Constantinos A. Doxiadis, known for its large-scale planning projects and the development of the theory of Ekistics.
- 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_69b3454095ac81909c2494f7ff294af1 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b34f7ec4508190a5067f1112ac7dca |
completed | March 12, 2026, 11:42 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5a88d3bf48190b26eb8ab848d320e |
completed | March 14, 2026, 6:27 p.m. |
| NEDg | Description generation | batch_69b5a917d4a88190864441f95706964e |
completed | March 14, 2026, 6:29 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5a96967ec8190aa86e735808211fd |
completed | March 14, 2026, 6:31 p.m. |
Created at: March 12, 2026, 11:06 p.m.