Triple

T2953726
Position Surface form Disambiguated ID Type / Status
Subject Arthur Laffer E79880 entity
Predicate founded P104 FINISHED
Object Laffer Investments
Laffer Investments is an investment management firm associated with economist Arthur Laffer, known for applying supply-side economic principles to portfolio and wealth management.
E315159 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: Laffer Investments | Statement: [Arthur Laffer, founded, Laffer Investments]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Laffer Investments
Context triple: [Arthur Laffer, founded, Laffer Investments]
  • A. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • B. Godfrey Investment Group
    Godfrey Investment Group is a real estate investment firm known for owning prominent commercial properties such as the iconic Fountain Place skyscraper in Dallas, Texas.
  • C. Anabasis Investments
    Anabasis Investments is a film production company best known for its involvement in creating the 1982 action movie "First Blood."
  • 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. 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.
  • 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: Laffer Investments
Triple: [Arthur Laffer, founded, Laffer Investments]
Generated description
Laffer Investments is an investment management firm associated with economist Arthur Laffer, known for applying supply-side economic principles to portfolio and wealth management.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Laffer Investments
Target entity description: Laffer Investments is an investment management firm associated with economist Arthur Laffer, known for applying supply-side economic principles to portfolio and wealth management.
  • A. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • B. Godfrey Investment Group
    Godfrey Investment Group is a real estate investment firm known for owning prominent commercial properties such as the iconic Fountain Place skyscraper in Dallas, Texas.
  • C. Anabasis Investments
    Anabasis Investments is a film production company best known for its involvement in creating the 1982 action movie "First Blood."
  • 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. 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.
  • 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_69ad8b1276588190a374a0b12e0f7bdf completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad98ff874c81908077a90fdc5e8549 completed March 8, 2026, 3:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69b0fc82d1248190869beffffc0bf956 completed March 11, 2026, 5:24 a.m.
NEDg Description generation batch_69b0fd25e07c819088b2b1bcef4cf54e completed March 11, 2026, 5:27 a.m.
NED2 Entity disambiguation (via description) batch_69b100ecbee081908832ddec0efdc751 completed March 11, 2026, 5:43 a.m.
Created at: March 8, 2026, 2:57 p.m.