Triple
T4135748
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Koch Industries |
E85149
|
entity |
| Predicate | hasDivision |
P35
|
FINISHED |
| Object |
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.
|
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 Equity Development | Statement: [Koch Industries, hasDivision, Koch Equity Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Koch Equity Development Context triple: [Koch Industries, hasDivision, Koch Equity Development]
-
A.
Kushner Companies
Kushner Companies is a privately held American real estate development and investment firm founded and owned by the Kushner family, known for its extensive portfolio of residential and commercial properties, particularly in the New York City area.
-
B.
KPS Capital Partners
KPS Capital Partners is a private equity firm known for acquiring and restructuring industrial and manufacturing businesses.
-
C.
United Development Company
United Development Company is a Qatari public shareholding company known for leading major real estate and infrastructure projects, including large-scale mixed-use developments.
-
D.
The Cordish Companies
The Cordish Companies is a prominent American real estate development and entertainment company known for creating large-scale mixed-use and entertainment districts across major U.S. cities.
-
E.
Icahn Enterprises
Icahn Enterprises is a diversified American holding company and investment vehicle controlled by billionaire activist investor Carl Icahn, with interests spanning energy, automotive, real estate, and other sectors.
- 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 Equity Development Triple: [Koch Industries, hasDivision, Koch Equity Development]
Generated description
Koch Equity Development is the investment and acquisition arm of Koch Industries, focused on long-term, large-scale equity investments across diverse industries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Koch Equity Development Target entity description: Koch Equity Development is the investment and acquisition arm of Koch Industries, focused on long-term, large-scale equity investments across diverse industries.
-
A.
Kushner Companies
Kushner Companies is a privately held American real estate development and investment firm founded and owned by the Kushner family, known for its extensive portfolio of residential and commercial properties, particularly in the New York City area.
-
B.
KPS Capital Partners
KPS Capital Partners is a private equity firm known for acquiring and restructuring industrial and manufacturing businesses.
-
C.
United Development Company
United Development Company is a Qatari public shareholding company known for leading major real estate and infrastructure projects, including large-scale mixed-use developments.
-
D.
The Cordish Companies
The Cordish Companies is a prominent American real estate development and entertainment company known for creating large-scale mixed-use and entertainment districts across major U.S. cities.
-
E.
Icahn Enterprises
Icahn Enterprises is a diversified American holding company and investment vehicle controlled by billionaire activist investor Carl Icahn, with interests spanning energy, automotive, real estate, and other sectors.
- 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_69aed935ccd881909dc61f81bcdb7a78 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af0233009881909333375d597b58b6 |
completed | March 9, 2026, 5:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b576c75e5c8190acc4ee72cb574432 |
completed | March 14, 2026, 2:55 p.m. |
| NEDg | Description generation | batch_69b57799f22481908cfda7e620a77187 |
completed | March 14, 2026, 2:58 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b578003dd48190b9264fd834cffbdf |
completed | March 14, 2026, 3 p.m. |
Created at: March 9, 2026, 3:43 p.m.