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.