Triple

T3543642
Position Surface form Disambiguated ID Type / Status
Subject Sears Holdings Corporation E74943 entity
Predicate majorShareholder P347 FINISHED
Object ESL Investments
ESL Investments is a hedge fund founded and led by Edward S. Lampert, known for its concentrated value-investing strategy and high-profile retail holdings.
E367339 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: ESL Investments | Statement: [Sears Holdings Corporation, majorShareholder, ESL Investments]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ESL Investments
Context triple: [Sears Holdings Corporation, majorShareholder, ESL Investments]
  • A. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • B. 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.
  • C. Cale Street Investments
    Cale Street Investments is a real estate-focused investment firm known for acquiring and managing major retail and commercial property assets.
  • D. 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.
  • E. Wesco Financial Corporation
    Wesco Financial Corporation was a diversified financial holding company, long controlled and led by Charlie Munger as a Berkshire Hathaway affiliate involved in insurance, investments, and other businesses.
  • 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: ESL Investments
Triple: [Sears Holdings Corporation, majorShareholder, ESL Investments]
Generated description
ESL Investments is a hedge fund founded and led by Edward S. Lampert, known for its concentrated value-investing strategy and high-profile retail holdings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ESL Investments
Target entity description: ESL Investments is a hedge fund founded and led by Edward S. Lampert, known for its concentrated value-investing strategy and high-profile retail holdings.
  • A. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • B. 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.
  • C. Cale Street Investments
    Cale Street Investments is a real estate-focused investment firm known for acquiring and managing major retail and commercial property assets.
  • D. 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.
  • E. Wesco Financial Corporation
    Wesco Financial Corporation was a diversified financial holding company, long controlled and led by Charlie Munger as a Berkshire Hathaway affiliate involved in insurance, investments, and other businesses.
  • 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_69ad85d274cc8190ab59c97298a1cfbf completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adbf752dd481909226044ffe595338 completed March 8, 2026, 6:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69b38bdd0cb4819086119b54c2708850 completed March 13, 2026, 4 a.m.
NEDg Description generation batch_69b38cb6a2188190b68f4903144a0e51 completed March 13, 2026, 4:04 a.m.
NED2 Entity disambiguation (via description) batch_69b39062a10c8190bc227c02cf4f3ab1 completed March 13, 2026, 4:19 a.m.
Created at: March 8, 2026, 3:20 p.m.