Triple

T4974555
Position Surface form Disambiguated ID Type / Status
Subject KPMG E111733 entity
Predicate formedByMergerOf P77 FINISHED
Object Peat Marwick International
Peat Marwick International was a major global accounting and professional services firm that became one of the predecessors of today’s KPMG.
 E482356 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: Peat Marwick International | Statement: [KPMG, formedByMergerOf, Peat Marwick International]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Peat Marwick International
Context triple: [KPMG, formedByMergerOf, Peat Marwick International]
  • A. Chappell & Co.
    Chappell & Co. was a prominent British music publishing company known for issuing popular songs, theatrical scores, and classical works from the 19th and 20th centuries.
  • B. Willett
    Willett is a surname of English origin borne by various notable individuals, including American Revolutionary War officer and politician Marinus Willett.
  • C. Benson & Forsyth
    Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
  • D. MacAndrews & Forbes
    MacAndrews & Forbes is a private holding company controlled by Ronald Perelman, known for its diversified investments across industries such as consumer products, entertainment, and defense.
  • E. Murray & Stewart
    Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & 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: Peat Marwick International
Triple: [KPMG, formedByMergerOf, Peat Marwick International]
Generated description
Peat Marwick International was a major global accounting and professional services firm that became one of the predecessors of today’s KPMG.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Peat Marwick International
Target entity description: Peat Marwick International was a major global accounting and professional services firm that became one of the predecessors of today’s KPMG.
  • A. Chappell & Co.
    Chappell & Co. was a prominent British music publishing company known for issuing popular songs, theatrical scores, and classical works from the 19th and 20th centuries.
  • B. Willett
    Willett is a surname of English origin borne by various notable individuals, including American Revolutionary War officer and politician Marinus Willett.
  • C. Benson & Forsyth
    Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
  • D. MacAndrews & Forbes
    MacAndrews & Forbes is a private holding company controlled by Ronald Perelman, known for its diversified investments across industries such as consumer products, entertainment, and defense.
  • E. Murray & Stewart
    Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & 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_69bd441a0eb481908050fa4273b19eae completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd722e77208190833dc760a57428d5 completed March 20, 2026, 4:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69be81fcd98081909759612c94ab37d2 completed March 21, 2026, 11:33 a.m.
NEDg Description generation batch_69be8387ac98819081d353ef7b7aea35 completed March 21, 2026, 11:39 a.m.
NED2 Entity disambiguation (via description) batch_69be83d5f1cc8190a8e44261244f7a1d completed March 21, 2026, 11:41 a.m.
Created at: March 20, 2026, 1:33 p.m.