Triple

T785046
Position Surface form Disambiguated ID Type / Status
Subject Jeff Zients E16582 entity
Predicate employer P7 FINISHED
Object Portfolio Logic LLC
Portfolio Logic LLC is a private investment and advisory firm founded by Jeff Zients that focuses on managing and growing businesses, often in healthcare and related sectors.
E92798 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: Portfolio Logic LLC | Statement: [Jeff Zients, employer, Portfolio Logic LLC]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Portfolio Logic LLC
Context triple: [Jeff Zients, employer, Portfolio Logic LLC]
  • A. D. E. Shaw & Co.
    D. E. Shaw & Co. is a prominent New York–based quantitative hedge fund and technology-driven investment firm known for its pioneering use of mathematical and computational strategies in finance.
  • B. Apollo Global Management
    Apollo Global Management is a leading global alternative investment firm specializing in private equity, credit, and real assets.
  • C. Silver Lake Partners
    Silver Lake Partners is a leading American private equity firm specializing in technology and technology-enabled investments, known for high-profile stakes in major global companies.
  • D. Ariel Investments
    Ariel Investments is a Chicago-based investment management firm known for its focus on value-oriented, long-term investing and its status as one of the largest African American–owned asset management companies in the United States.
  • E. Brookfield Asset Management
    Brookfield Asset Management is a global alternative asset manager specializing in real estate, infrastructure, renewable power, and private equity investments.
  • 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: Portfolio Logic LLC
Triple: [Jeff Zients, employer, Portfolio Logic LLC]
Generated description
Portfolio Logic LLC is a private investment and advisory firm founded by Jeff Zients that focuses on managing and growing businesses, often in healthcare and related sectors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Portfolio Logic LLC
Target entity description: Portfolio Logic LLC is a private investment and advisory firm founded by Jeff Zients that focuses on managing and growing businesses, often in healthcare and related sectors.
  • A. D. E. Shaw & Co.
    D. E. Shaw & Co. is a prominent New York–based quantitative hedge fund and technology-driven investment firm known for its pioneering use of mathematical and computational strategies in finance.
  • B. Apollo Global Management
    Apollo Global Management is a leading global alternative investment firm specializing in private equity, credit, and real assets.
  • C. Silver Lake Partners
    Silver Lake Partners is a leading American private equity firm specializing in technology and technology-enabled investments, known for high-profile stakes in major global companies.
  • D. Ariel Investments
    Ariel Investments is a Chicago-based investment management firm known for its focus on value-oriented, long-term investing and its status as one of the largest African American–owned asset management companies in the United States.
  • E. Brookfield Asset Management
    Brookfield Asset Management is a global alternative asset manager specializing in real estate, infrastructure, renewable power, and private equity investments.
  • 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_69a4936ad1fc81908f190208059ccf78 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a76b0d6c8190a09b1a0bd4a6eeec completed March 1, 2026, 8:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69a6733e47148190bad0ac71cf45dd85 completed March 3, 2026, 5:35 a.m.
NEDg Description generation batch_69a673afbd308190863aea2ff0f650cb completed March 3, 2026, 5:37 a.m.
NED2 Entity disambiguation (via description) batch_69a6743f50d0819089885836b9668466 completed March 3, 2026, 5:40 a.m.
Created at: March 1, 2026, 7:37 p.m.