Triple

T19992233
Position Surface form Disambiguated ID Type / Status
Subject Nicolas Berggruen E494090 entity
Predicate associatedWith P37 FINISHED
Object Berggruen Holdings
Berggruen Holdings is a private investment firm and family office founded and led by investor Nicolas Berggruen, managing a diversified global portfolio across multiple asset classes.
E1405271 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: Berggruen Holdings | Statement: [Nicolas Berggruen, associatedWith, Berggruen Holdings]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berggruen Holdings
Context triple: [Nicolas Berggruen, associatedWith, Berggruen Holdings]
  • A. Roark Capital Group
    Roark Capital Group is a private equity firm known for investing in and building large multi-brand restaurant and consumer service companies.
  • B. Portman Holdings
    Portman Holdings is a real estate development and investment firm known for creating and managing large-scale mixed-use and hospitality properties worldwide.
  • C. Alden Global Capital
    Alden Global Capital is a New York–based hedge fund known for acquiring and aggressively cost-cutting newspaper companies across the United States.
  • D. Blackstone Group
    Blackstone Group is a leading global alternative investment firm specializing in private equity, real estate, credit, and hedge fund solutions.
  • E. Bain Capital
    Bain Capital is a prominent private investment firm based in Boston, known for its leveraged buyouts, private equity, and alternative asset management activities worldwide.
  • 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: Berggruen Holdings
Triple: [Nicolas Berggruen, associatedWith, Berggruen Holdings]
Generated description
Berggruen Holdings is a private investment firm and family office founded and led by investor Nicolas Berggruen, managing a diversified global portfolio across multiple asset classes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berggruen Holdings
Target entity description: Berggruen Holdings is a private investment firm and family office founded and led by investor Nicolas Berggruen, managing a diversified global portfolio across multiple asset classes.
  • A. Roark Capital Group
    Roark Capital Group is a private equity firm known for investing in and building large multi-brand restaurant and consumer service companies.
  • B. Portman Holdings
    Portman Holdings is a real estate development and investment firm known for creating and managing large-scale mixed-use and hospitality properties worldwide.
  • C. Alden Global Capital
    Alden Global Capital is a New York–based hedge fund known for acquiring and aggressively cost-cutting newspaper companies across the United States.
  • D. Blackstone Group
    Blackstone Group is a leading global alternative investment firm specializing in private equity, real estate, credit, and hedge fund solutions.
  • E. Bain Capital
    Bain Capital is a prominent private investment firm based in Boston, known for its leveraged buyouts, private equity, and alternative asset management activities worldwide.
  • 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_69da626a67648190af9653832a3aeced completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e65fe10ffc81908c94168b0a8ea9c9 completed April 20, 2026, 5:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a080503f1bc8190b71f6d7043ac6593 completed May 16, 2026, 5:47 a.m.
NEDg Description generation batch_6a0806563e1c8190b702fcfc009c84d5 completed May 16, 2026, 5:53 a.m.
NED2 Entity disambiguation (via description) batch_6a0806e876c881909f0c30e5dd16ce20 completed May 16, 2026, 5:55 a.m.
Created at: April 11, 2026, 3:31 p.m.