Triple
T4412511
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Murray & Roberts |
E94882
|
entity |
| Predicate | foundedAs |
P364
|
FINISHED |
| Object |
Murray & Stewart
Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
|
E438838
|
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: Murray & Stewart | Statement: [Murray & Roberts, foundedAs, Murray & Stewart]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Murray & Stewart Context triple: [Murray & Roberts, foundedAs, Murray & Stewart]
-
A.
Lloyd, Morgan & Jones
Lloyd, Morgan & Jones was an architectural firm known for designing major mid-20th-century structures, including Rice Stadium in Houston, Texas.
-
B.
Gray & Barton
Gray & Barton was the 19th-century telegraph equipment manufacturing firm that evolved into the major American telecommunications company later known as Western Electric.
-
C.
Holloway & Reeves
Holloway & Reeves is an architectural firm best known for designing the North Carolina State Legislative Building in Raleigh.
-
D.
Rogers & Wells
Rogers & Wells was a prominent New York-based law firm known for its corporate and international legal practice before merging into Clifford Chance in 2000.
-
E.
Benson & Forsyth
Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
- 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: Murray & Stewart Triple: [Murray & Roberts, foundedAs, Murray & Stewart]
Generated description
Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Murray & Stewart Target entity description: Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
-
A.
Lloyd, Morgan & Jones
Lloyd, Morgan & Jones was an architectural firm known for designing major mid-20th-century structures, including Rice Stadium in Houston, Texas.
-
B.
Gray & Barton
Gray & Barton was the 19th-century telegraph equipment manufacturing firm that evolved into the major American telecommunications company later known as Western Electric.
-
C.
Holloway & Reeves
Holloway & Reeves is an architectural firm best known for designing the North Carolina State Legislative Building in Raleigh.
-
D.
Rogers & Wells
Rogers & Wells was a prominent New York-based law firm known for its corporate and international legal practice before merging into Clifford Chance in 2000.
-
E.
Benson & Forsyth
Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
- 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_69b34539638c8190abfea3eb29425210 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b354e7b30c819082ee781dd202dcc4 |
completed | March 13, 2026, 12:05 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5f6131de08190968259a0be73cd3f |
completed | March 14, 2026, 11:58 p.m. |
| NEDg | Description generation | batch_69b5f76c8ea08190a6f6c81f0c3dcea7 |
completed | March 15, 2026, 12:03 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5f7e313f48190afb83123e3b24926 |
completed | March 15, 2026, 12:05 a.m. |
Created at: March 12, 2026, 11:29 p.m.