Triple
T1513782
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jeffry M. Picower |
E32072
|
entity |
| Predicate | involvedIn |
P149
|
FINISHED |
| Object |
Bernard L. Madoff Investment Securities LLC Ponzi scheme
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.
|
E172262
|
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: Bernard L. Madoff Investment Securities LLC Ponzi scheme | Statement: [Jeffry M. Picower, involvedIn, Bernard L. Madoff Investment Securities LLC Ponzi scheme]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bernard L. Madoff Investment Securities LLC Ponzi scheme Context triple: [Jeffry M. Picower, involvedIn, Bernard L. Madoff Investment Securities LLC Ponzi scheme]
-
A.
Enron
Enron was a major American energy company that became infamous for one of the largest corporate frauds and bankruptcies in history, leading to sweeping reforms in financial regulation and corporate governance.
-
B.
The Fraud
The Fraud is a historical novel by Zadie Smith that intertwines a 19th-century literary household with the infamous Tichborne trial to explore truth, authorship, and identity in Victorian England.
-
C.
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.
-
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.
Enron accounting scandal
The Enron accounting scandal was a major corporate fraud case in the early 2000s involving widespread financial misrepresentation at energy company Enron, which led to its bankruptcy and spurred sweeping reforms in U.S. corporate governance and financial regulation.
- 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: Bernard L. Madoff Investment Securities LLC Ponzi scheme Triple: [Jeffry M. Picower, involvedIn, Bernard L. Madoff Investment Securities LLC Ponzi scheme]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Bernard L. Madoff Investment Securities LLC Ponzi scheme Target entity description: 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.
-
A.
Enron
Enron was a major American energy company that became infamous for one of the largest corporate frauds and bankruptcies in history, leading to sweeping reforms in financial regulation and corporate governance.
-
B.
The Fraud
The Fraud is a historical novel by Zadie Smith that intertwines a 19th-century literary household with the infamous Tichborne trial to explore truth, authorship, and identity in Victorian England.
-
C.
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.
-
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.
Enron accounting scandal
The Enron accounting scandal was a major corporate fraud case in the early 2000s involving widespread financial misrepresentation at energy company Enron, which led to its bankruptcy and spurred sweeping reforms in U.S. corporate governance and financial regulation.
- 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_69a885e8caf88190a5fbb6159ce87786 |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a907d901ac8190be55ed4bac609d1d |
completed | March 5, 2026, 4:34 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad23409fd481909834aaf0dc4641f6 |
completed | March 8, 2026, 7:20 a.m. |
| NEDg | Description generation | batch_69ad23b8d570819099b953c7a60e9445 |
completed | March 8, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad248193ec8190b0c08ef979661af0 |
completed | March 8, 2026, 7:25 a.m. |
Created at: March 4, 2026, 7:26 p.m.