Triple

T17078318
Position Surface form Disambiguated ID Type / Status
Subject Koch Equity Development E414405 entity
Predicate relatedOrganization P37 FINISHED
Object Koch Investments Group
Koch Investments Group is a private investment and acquisition arm of Koch Industries that manages and deploys capital across a wide range of industries and asset classes.
 E414405 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: Koch Investments Group | Statement: [Koch Equity Development, relatedOrganization, Koch Investments Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Koch Investments Group
Context triple: [Koch Equity Development, relatedOrganization, Koch Investments Group]
  • A. Koch Equity Development
    Koch Equity Development is the investment and acquisition arm of Koch Industries, focused on long-term, large-scale equity investments across diverse industries.
  • B. 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.
  • C. KPS Capital Partners
    KPS Capital Partners is a private equity firm known for acquiring and restructuring industrial and manufacturing businesses.
  • D. Kohan Retail Investment Group
    Kohan Retail Investment Group is a U.S.-based real estate company known for acquiring and operating struggling shopping malls and retail properties across the country.
  • E. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • 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: Koch Investments Group
Triple: [Koch Equity Development, relatedOrganization, Koch Investments Group]
Generated description
Koch Investments Group is a private investment and acquisition arm of Koch Industries that manages and deploys capital across a wide range of industries and asset classes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Koch Investments Group
Target entity description: Koch Investments Group is a private investment and acquisition arm of Koch Industries that manages and deploys capital across a wide range of industries and asset classes.
  • A. Koch Equity Development chosen
    Koch Equity Development is the investment and acquisition arm of Koch Industries, focused on long-term, large-scale equity investments across diverse industries.
  • B. 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.
  • C. KPS Capital Partners
    KPS Capital Partners is a private equity firm known for acquiring and restructuring industrial and manufacturing businesses.
  • D. Kohan Retail Investment Group
    Kohan Retail Investment Group is a U.S.-based real estate company known for acquiring and operating struggling shopping malls and retail properties across the country.
  • E. Ellerman Investments
    Ellerman Investments is a British investment company best known for owning the luxury five-star Ritz London hotel.
  • F. None of above.

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_69d886cef44c8190ba56c44b4e863e64 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3dbe0e9cc8190b6c4b6065b474d1d completed April 18, 2026, 7:30 p.m.
NED1 Entity disambiguation (via context triple) batch_6a012ee243c081909aa6d470e002222a completed May 11, 2026, 1:20 a.m.
NEDg Description generation batch_6a013055b5148190aa5f6a007cb728ac completed May 11, 2026, 1:26 a.m.
NED2 Entity disambiguation (via description) batch_6a0130c2ad9881909d8a8b64ebb59aa6 completed May 11, 2026, 1:28 a.m.
Created at: April 10, 2026, 5:34 a.m.