Triple

T13967262
Position Surface form Disambiguated ID Type / Status
Subject Peltz family E335956 entity
Predicate associatedWithOrganization P629 FINISHED
Object Trian Fund Management
Trian Fund Management is an activist hedge fund founded by billionaire investor Nelson Peltz, known for taking significant stakes in major companies to push for strategic and operational changes.
E1072153 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: Trian Fund Management | Statement: [Peltz family, associatedWithOrganization, Trian Fund Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trian Fund Management
Context triple: [Peltz family, associatedWithOrganization, Trian Fund Management]
  • A. Newton Investment Management
    Newton Investment Management is a UK-based global investment management firm known for its institutional asset management services and sponsorship of major sporting events.
  • B. Pershing Square Capital Management
    Pershing Square Capital Management is a hedge fund founded and led by investor Bill Ackman, known for its concentrated, activist positions in large public companies.
  • C. Timbercreek Asset Management
    Timbercreek Asset Management is a Canadian real estate investment and asset management firm specializing in income-producing properties and real estate-backed investments.
  • D. Mithril Capital Management
    Mithril Capital Management is a venture capital firm co-founded by tech investor Peter Thiel that focuses on long-term investments in innovative, growth-stage technology companies.
  • E. Scotia Capital
    Scotia Capital is the investment banking and capital markets arm of Scotiabank, providing services such as underwriting, advisory, and trading to corporate, institutional, and government clients.
  • 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: Trian Fund Management
Triple: [Peltz family, associatedWithOrganization, Trian Fund Management]
Generated description
Trian Fund Management is an activist hedge fund founded by billionaire investor Nelson Peltz, known for taking significant stakes in major companies to push for strategic and operational changes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trian Fund Management
Target entity description: Trian Fund Management is an activist hedge fund founded by billionaire investor Nelson Peltz, known for taking significant stakes in major companies to push for strategic and operational changes.
  • A. Newton Investment Management
    Newton Investment Management is a UK-based global investment management firm known for its institutional asset management services and sponsorship of major sporting events.
  • B. Pershing Square Capital Management
    Pershing Square Capital Management is a hedge fund founded and led by investor Bill Ackman, known for its concentrated, activist positions in large public companies.
  • C. Timbercreek Asset Management
    Timbercreek Asset Management is a Canadian real estate investment and asset management firm specializing in income-producing properties and real estate-backed investments.
  • D. Mithril Capital Management
    Mithril Capital Management is a venture capital firm co-founded by tech investor Peter Thiel that focuses on long-term investments in innovative, growth-stage technology companies.
  • E. Scotia Capital
    Scotia Capital is the investment banking and capital markets arm of Scotiabank, providing services such as underwriting, advisory, and trading to corporate, institutional, and government clients.
  • 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_69d81c61f3508190aaf2ca0dc0002c59 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2e8c9e988190a84c9ca8a78b515f completed April 14, 2026, 12:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69fba1da70588190a6c9a3895d92be5b completed May 6, 2026, 8:17 p.m.
NEDg Description generation batch_69fba74a96b08190a08c51c231e49e5d completed May 6, 2026, 8:40 p.m.
NED2 Entity disambiguation (via description) batch_69fba8585fb08190998d6a005dc0bd31 completed May 6, 2026, 8:45 p.m.
Created at: April 9, 2026, 10:18 p.m.