Triple
T4002616
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bernard Marcus |
E89448
|
entity |
| Predicate | hasBusinessPartner |
P282
|
FINISHED |
| Object |
Ken Langone
Ken Langone is an American billionaire investor and philanthropist best known as a co-founder and early financier of The Home Depot.
|
E89448
|
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: Ken Langone | Statement: [Bernard Marcus, hasBusinessPartner, Ken Langone]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Ken Langone Context triple: [Bernard Marcus, hasBusinessPartner, Ken Langone]
-
A.
Charles F. Dolan
Charles F. Dolan is an American cable television pioneer and media executive best known as the founder of HBO and Cablevision.
-
B.
Preston Robert Tisch
Preston Robert Tisch was an American businessman and philanthropist best known as co-owner of the New York Giants and former Postmaster General of the United States.
-
C.
Jeffrey Sprecher
Jeffrey Sprecher is an American businessman best known as the founder, chairman, and CEO of Intercontinental Exchange (ICE), the global operator of financial and commodity markets and the New York Stock Exchange.
-
D.
Bernard Marcus
Bernard Marcus is an American billionaire businessman and philanthropist best known as a co-founder and former CEO of the home improvement retail giant The Home Depot.
-
E.
Howard Lutnick
Howard Lutnick is an American businessman best known as the longtime chairman and CEO who rebuilt the financial services firm Cantor Fitzgerald after the September 11 attacks.
- 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: Ken Langone Triple: [Bernard Marcus, hasBusinessPartner, Ken Langone]
Generated description
Ken Langone is an American billionaire investor and philanthropist best known as a co-founder and early financier of The Home Depot.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Ken Langone Target entity description: Ken Langone is an American billionaire investor and philanthropist best known as a co-founder and early financier of The Home Depot.
-
A.
Charles F. Dolan
Charles F. Dolan is an American cable television pioneer and media executive best known as the founder of HBO and Cablevision.
-
B.
Preston Robert Tisch
Preston Robert Tisch was an American businessman and philanthropist best known as co-owner of the New York Giants and former Postmaster General of the United States.
-
C.
Jeffrey Sprecher
Jeffrey Sprecher is an American businessman best known as the founder, chairman, and CEO of Intercontinental Exchange (ICE), the global operator of financial and commodity markets and the New York Stock Exchange.
-
D.
Bernard Marcus
chosen
Bernard Marcus is an American billionaire businessman and philanthropist best known as a co-founder and former CEO of the home improvement retail giant The Home Depot.
-
E.
Howard Lutnick
Howard Lutnick is an American businessman best known as the longtime chairman and CEO who rebuilt the financial services firm Cantor Fitzgerald after the September 11 attacks.
- 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_69aed9585e788190bec2d39deba3750f |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefa44125881909f45ecd0a986c581 |
completed | March 9, 2026, 4:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5562455a0819097fb6a566f2d387a |
completed | March 14, 2026, 12:35 p.m. |
| NEDg | Description generation | batch_69b556bd17f481909647a10398025f3e |
completed | March 14, 2026, 12:38 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b55733159481908d5a427a57bef9a3 |
completed | March 14, 2026, 12:40 p.m. |
Created at: March 9, 2026, 3:34 p.m.