Triple

T13605974
Position Surface form Disambiguated ID Type / Status
Subject The Wizard of Lies E325061 entity
Predicate character P662 FINISHED
Object Mark Madoff
Mark Madoff was the elder son of infamous financier Bernie Madoff, whose life and tragic death drew widespread attention in the aftermath of his father's massive Ponzi scheme.
E1054386 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: Mark Madoff | Statement: [The Wizard of Lies, character, Mark Madoff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mark Madoff
Context triple: [The Wizard of Lies, character, Mark Madoff]
  • 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. Ruth Madoff
    Ruth Madoff is the wife of infamous financier and Ponzi schemer Bernie Madoff, known for her controversial role and public scrutiny following the exposure of his massive financial fraud.
  • C. Harry Markopolos
    Harry Markopolos is a financial analyst and fraud investigator best known for repeatedly and unsuccessfully warning regulators for years about Bernie Madoff’s massive Ponzi scheme before it collapsed.
  • D. Jordan Belfort
    Jordan Belfort is an American former stockbroker and motivational speaker best known for his high-flying, fraudulent Wall Street career and subsequent memoir "The Wolf of Wall Street."
  • E. Michael Milken
    Michael Milken is an American financier and philanthropist best known for pioneering the high-yield “junk bond” market and later founding influential economic and public policy initiatives.
  • 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: Mark Madoff
Triple: [The Wizard of Lies, character, Mark Madoff]
Generated description
Mark Madoff was the elder son of infamous financier Bernie Madoff, whose life and tragic death drew widespread attention in the aftermath of his father's massive Ponzi scheme.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mark Madoff
Target entity description: Mark Madoff was the elder son of infamous financier Bernie Madoff, whose life and tragic death drew widespread attention in the aftermath of his father's massive Ponzi scheme.
  • 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. Ruth Madoff
    Ruth Madoff is the wife of infamous financier and Ponzi schemer Bernie Madoff, known for her controversial role and public scrutiny following the exposure of his massive financial fraud.
  • C. Harry Markopolos
    Harry Markopolos is a financial analyst and fraud investigator best known for repeatedly and unsuccessfully warning regulators for years about Bernie Madoff’s massive Ponzi scheme before it collapsed.
  • D. Jordan Belfort
    Jordan Belfort is an American former stockbroker and motivational speaker best known for his high-flying, fraudulent Wall Street career and subsequent memoir "The Wolf of Wall Street."
  • E. Michael Milken
    Michael Milken is an American financier and philanthropist best known for pioneering the high-yield “junk bond” market and later founding influential economic and public policy initiatives.
  • 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_69d80769eaf081909d82f44e484d6113 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbb07e442c819086a8cbb967c03ad3 completed April 12, 2026, 2:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7942c7f948190a62a8d2f69262ef3 completed May 3, 2026, 6:30 p.m.
NEDg Description generation batch_69f795e361c48190b37060312e7df181 completed May 3, 2026, 6:37 p.m.
NED2 Entity disambiguation (via description) batch_69f796e5c60c8190a19389bc4cdbd658 completed May 3, 2026, 6:41 p.m.
Created at: April 9, 2026, 9:50 p.m.