Triple
T2687115
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Leslie E. Robertson |
E57509
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Skilling, Helle, Christiansen, Robertson
Skilling, Helle, Christiansen, Robertson was a prominent structural engineering firm known for its work on major high-rise and complex building projects worldwide.
|
E288663
|
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: Skilling, Helle, Christiansen, Robertson | Statement: [Leslie E. Robertson, employer, Skilling, Helle, Christiansen, Robertson]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Skilling, Helle, Christiansen, Robertson Context triple: [Leslie E. Robertson, employer, Skilling, Helle, Christiansen, Robertson]
-
A.
Jones, Skelton & Hochuli
Jones, Skelton & Hochuli is a Phoenix-based civil litigation and insurance defense law firm co-founded by prominent attorney and NFL referee Ed Hochuli.
-
B.
Rendel, Palmer and Tritton
Rendel, Palmer and Tritton was a prominent British civil engineering firm known for major infrastructure projects, including significant contributions to flood defense and transport works.
-
C.
Mathers and Haldenby
Mathers and Haldenby was a prominent Canadian architectural firm known for designing significant public and institutional buildings in the 20th century.
-
D.
Aylott and Jones
Aylott and Jones was a 19th-century London publishing firm known for issuing early Pre-Raphaelite works, including the short-lived literary magazine *The Germ*.
-
E.
Robertsen
Robertsen is a surname of likely Scandinavian origin, functioning as a patronymic variant of the name Roberts.
- 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: Skilling, Helle, Christiansen, Robertson Triple: [Leslie E. Robertson, employer, Skilling, Helle, Christiansen, Robertson]
Generated description
Skilling, Helle, Christiansen, Robertson was a prominent structural engineering firm known for its work on major high-rise and complex building projects worldwide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Skilling, Helle, Christiansen, Robertson Target entity description: Skilling, Helle, Christiansen, Robertson was a prominent structural engineering firm known for its work on major high-rise and complex building projects worldwide.
-
A.
Jones, Skelton & Hochuli
Jones, Skelton & Hochuli is a Phoenix-based civil litigation and insurance defense law firm co-founded by prominent attorney and NFL referee Ed Hochuli.
-
B.
Rendel, Palmer and Tritton
Rendel, Palmer and Tritton was a prominent British civil engineering firm known for major infrastructure projects, including significant contributions to flood defense and transport works.
-
C.
Mathers and Haldenby
Mathers and Haldenby was a prominent Canadian architectural firm known for designing significant public and institutional buildings in the 20th century.
-
D.
Aylott and Jones
Aylott and Jones was a 19th-century London publishing firm known for issuing early Pre-Raphaelite works, including the short-lived literary magazine *The Germ*.
-
E.
Robertsen
Robertsen is a surname of likely Scandinavian origin, functioning as a patronymic variant of the name Roberts.
- 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_69ab4a5028388190a36f3baf1588309e |
completed | March 6, 2026, 9:42 p.m. |
| NER | Named-entity recognition | batch_69abd9f080108190ab662a3a064cb5a9 |
completed | March 7, 2026, 7:55 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afa07228088190bb4942b3a25c938b |
completed | March 10, 2026, 4:39 a.m. |
| NEDg | Description generation | batch_69afa0ff9c10819096d06ead6dc87d04 |
completed | March 10, 2026, 4:41 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afa1e4ffb08190a6d96665ee566ea7 |
completed | March 10, 2026, 4:45 a.m. |
Created at: March 6, 2026, 9:54 p.m.