Triple
T7611980
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Picower Foundation |
E172261
|
entity |
| Predicate | investedWith |
P17330
|
FINISHED |
| Object | Bernard L. Madoff Investment Securities LLC |
E172262
|
NE FINISHED |
How this triple was built (3 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: Bernard L. Madoff Investment Securities LLC | Statement: [Picower Foundation, investedWith, Bernard L. Madoff Investment Securities LLC]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bernard L. Madoff Investment Securities LLC Context triple: [Picower Foundation, investedWith, Bernard L. Madoff Investment Securities LLC]
-
A.
Bernie Madoff
Bernie Madoff was an American financier who orchestrated one of the largest Ponzi schemes in history, defrauding thousands of investors of billions of dollars.
-
B.
Bernard L. Madoff Investment Securities LLC Ponzi scheme
chosen
The Bernard L. Madoff Investment Securities LLC Ponzi scheme was a massive, decades-long fraudulent investment operation orchestrated by Bernie Madoff that became one of the largest and most notorious financial scams in history.
-
C.
Charles Keating
Charles Keating was a British actor best known for his Emmy-winning role as the sophisticated villain Carl Hutchins on the American soap opera "Another World."
-
D.
Andrew Fastow
Andrew Fastow is an American financier who served as Enron’s chief financial officer and became a central figure in the company’s massive accounting fraud and subsequent collapse.
-
E.
Jeffrey Skilling
Jeffrey Skilling is the former CEO of Enron who became a central figure in one of the largest corporate fraud cases in U.S. history.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: investedWith Context triple: [Picower Foundation, investedWith, Bernard L. Madoff Investment Securities LLC]
-
A.
investsIn
chosen
Indicates that one entity allocates resources, typically money or capital, into another entity with the expectation of future returns or benefits.
-
B.
vestments
Indicates that one entity is wearing or is ceremonially clothed in special religious or official garments associated with a role or office.
-
C.
coInvestorsIncluded
Indicates that specified co-investors are included as part of a particular investment, deal, or financial arrangement.
-
D.
investmentType
Indicates the specific category or nature of an investment associated with an entity or transaction.
-
E.
investmentScope
Indicates the range or boundaries of activities, assets, or sectors that an investment is intended or allowed to cover.
- F. None of above.
Provenance (4 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_69c6994f50808190ba228764bb422417 |
completed | March 27, 2026, 2:50 p.m. |
| NER | Named-entity recognition | batch_69c6fa221c848190b892ba1caec8d83a |
completed | March 27, 2026, 9:44 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c868645f8081909439f63df3184628 |
completed | March 28, 2026, 11:46 p.m. |
| PD | Predicate disambiguation | batch_69c6f4e485f88190910b39da52a955fe |
completed | March 27, 2026, 9:21 p.m. |
Created at: March 27, 2026, 3:55 p.m.