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.