Triple

T7612072
Position Surface form Disambiguated ID Type / Status
Subject Irving Picard E172263 entity
Predicate notableCase P4 FINISHED
Object Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC
Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC is a landmark legal proceeding arising from Bernie Madoff’s Ponzi scheme, focused on recovering and distributing assets to defrauded investors through the SIPC liquidation process.
E678522 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: Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC | Statement: [Irving Picard, notableCase, Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC
Context triple: [Irving Picard, notableCase, Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC]
  • A. United States v. Bernard L. Madoff
    United States v. Bernard L. Madoff is the landmark federal criminal case in which financier Bernard Madoff was prosecuted and sentenced for orchestrating one of the largest Ponzi schemes in history.
  • B. 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.
  • C. United States v. Arthur Andersen LLP
    United States v. Arthur Andersen LLP was a landmark U.S. Supreme Court case overturning the criminal conviction of Enron’s accounting firm for obstruction of justice, significantly shaping standards for prosecuting corporate document destruction.
  • D. United States v. Skilling
    United States v. Skilling is a landmark U.S. Supreme Court case involving former Enron CEO Jeffrey Skilling that significantly narrowed the scope of the federal “honest services” fraud statute.
  • E. Madoff (miniseries)
    Madoff (miniseries) is a television drama that chronicles the rise and fall of infamous financier Bernie Madoff and his massive Ponzi scheme.
  • 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: Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC
Triple: [Irving Picard, notableCase, Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC]
Generated description
Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC is a landmark legal proceeding arising from Bernie Madoff’s Ponzi scheme, focused on recovering and distributing assets to defrauded investors through the SIPC liquidation process.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC
Target entity description: Securities Investor Protection Corporation v. Bernard L. Madoff Investment Securities LLC is a landmark legal proceeding arising from Bernie Madoff’s Ponzi scheme, focused on recovering and distributing assets to defrauded investors through the SIPC liquidation process.
  • A. United States v. Bernard L. Madoff
    United States v. Bernard L. Madoff is the landmark federal criminal case in which financier Bernard Madoff was prosecuted and sentenced for orchestrating one of the largest Ponzi schemes in history.
  • B. 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.
  • C. United States v. Arthur Andersen LLP
    United States v. Arthur Andersen LLP was a landmark U.S. Supreme Court case overturning the criminal conviction of Enron’s accounting firm for obstruction of justice, significantly shaping standards for prosecuting corporate document destruction.
  • D. United States v. Skilling
    United States v. Skilling is a landmark U.S. Supreme Court case involving former Enron CEO Jeffrey Skilling that significantly narrowed the scope of the federal “honest services” fraud statute.
  • E. Madoff (miniseries)
    Madoff (miniseries) is a television drama that chronicles the rise and fall of infamous financier Bernie Madoff and his massive Ponzi scheme.
  • 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_69c6994f50808190ba228764bb422417 completed March 27, 2026, 2:50 p.m.
NER Named-entity recognition batch_69c6fa23981c81908168ac0ac9add5d8 completed March 27, 2026, 9:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69c87097d3a48190b337ff6906847d4e completed March 29, 2026, 12:21 a.m.
NEDg Description generation batch_69c875abea90819080071e65bd63ee13 completed March 29, 2026, 12:43 a.m.
NED2 Entity disambiguation (via description) batch_69c876103db081909ce762544ef70460 completed March 29, 2026, 12:45 a.m.
Created at: March 27, 2026, 3:55 p.m.