Triple

T13504976
Position Surface form Disambiguated ID Type / Status
Subject Reginald F. Lewis E320992 entity
Predicate founded P104 FINISHED
Object TLC Group, L.P.
TLC Group, L.P. was a pioneering private equity firm best known for executing one of the first billion-dollar leveraged buyouts of a U.S. company by an African American-led investment group.
 E1045760 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: TLC Group, L.P. | Statement: [Reginald F. Lewis, founded, TLC Group, L.P.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: TLC Group, L.P.
Context triple: [Reginald F. Lewis, founded, TLC Group, L.P.]
  • A. Tulco LLC
    Tulco LLC is a data-driven investment and holding company created by entrepreneur and film producer Thomas Tull to apply advanced analytics and technology to traditional industries.
  • B. Tull Investment Group
    Tull Investment Group is a private investment firm established by billionaire entrepreneur and film producer Thomas Tull, focusing on long-term, innovation-driven investments across diverse sectors.
  • C. FLC Group
    FLC Group is a Vietnamese multi-industry conglomerate known for its investments in real estate, hospitality, aviation, and other sectors.
  • D. TAL Limited
    TAL Limited is a major Australian life insurance company that provides a range of life, income protection, and related insurance products.
  • E. Talx Corporation
    Talx Corporation is a workforce solutions and employment verification company that operates as a subsidiary of Equifax Inc.
  • 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: TLC Group, L.P.
Triple: [Reginald F. Lewis, founded, TLC Group, L.P.]
Generated description
TLC Group, L.P. was a pioneering private equity firm best known for executing one of the first billion-dollar leveraged buyouts of a U.S. company by an African American-led investment group.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: TLC Group, L.P.
Target entity description: TLC Group, L.P. was a pioneering private equity firm best known for executing one of the first billion-dollar leveraged buyouts of a U.S. company by an African American-led investment group.
  • A. Tulco LLC
    Tulco LLC is a data-driven investment and holding company created by entrepreneur and film producer Thomas Tull to apply advanced analytics and technology to traditional industries.
  • B. Tull Investment Group
    Tull Investment Group is a private investment firm established by billionaire entrepreneur and film producer Thomas Tull, focusing on long-term, innovation-driven investments across diverse sectors.
  • C. FLC Group
    FLC Group is a Vietnamese multi-industry conglomerate known for its investments in real estate, hospitality, aviation, and other sectors.
  • D. TAL Limited
    TAL Limited is a major Australian life insurance company that provides a range of life, income protection, and related insurance products.
  • E. Talx Corporation
    Talx Corporation is a workforce solutions and employment verification company that operates as a subsidiary of Equifax Inc.
  • 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_69d807629d6c8190998f1b9bb12d2ed0 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbaf810e248190a060481004503f96 completed April 12, 2026, 2:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7548bc188819090773db66b0103a1 completed May 3, 2026, 1:58 p.m.
NEDg Description generation batch_69f758a55ddc81909298a37f6ce88236 completed May 3, 2026, 2:16 p.m.
NED2 Entity disambiguation (via description) batch_69f7593d74cc819099c5d39ae09c3f70 completed May 3, 2026, 2:18 p.m.
Created at: April 9, 2026, 9:43 p.m.