Triple

T6464343
Position Surface form Disambiguated ID Type / Status
Subject Epstein E142195 entity
Predicate isCategoryOf P19933 FINISHED
Object Jeffrey Epstein
Jeffrey Epstein was an American financier and convicted sex offender whose high-profile connections and arrest for running a sex trafficking operation made him a central figure in a major international scandal.
E594193 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: Jeffrey Epstein | Statement: [Epstein, isCategoryOf, Jeffrey Epstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jeffrey Epstein
Context triple: [Epstein, isCategoryOf, Jeffrey Epstein]
  • A. Harvey Weinstein
    Harvey Weinstein is a former Hollywood film producer and co-founder of Miramax who became infamous after being convicted of multiple sex crimes following widespread allegations that helped ignite the #MeToo movement.
  • B. Epstein
    Epstein is a common Ashkenazi Jewish surname borne by numerous notable figures in fields such as literature, science, politics, and entertainment.
  • C. Dominique Strauss-Kahn
    Dominique Strauss-Kahn is a French economist and politician who served as head of the International Monetary Fund (IMF) before his career was derailed by high-profile sexual assault allegations.
  • D. Robert Sylvester Kelly
    Robert Sylvester Kelly is an American R&B singer, songwriter, and record producer known for his influential hits as well as his highly publicized criminal convictions related to sexual abuse.
  • E. 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.
  • 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: Jeffrey Epstein
Triple: [Epstein, isCategoryOf, Jeffrey Epstein]
Generated description
Jeffrey Epstein was an American financier and convicted sex offender whose high-profile connections and arrest for running a sex trafficking operation made him a central figure in a major international scandal.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jeffrey Epstein
Target entity description: Jeffrey Epstein was an American financier and convicted sex offender whose high-profile connections and arrest for running a sex trafficking operation made him a central figure in a major international scandal.
  • A. Harvey Weinstein
    Harvey Weinstein is a former Hollywood film producer and co-founder of Miramax who became infamous after being convicted of multiple sex crimes following widespread allegations that helped ignite the #MeToo movement.
  • B. Epstein
    Epstein is a common Ashkenazi Jewish surname borne by numerous notable figures in fields such as literature, science, politics, and entertainment.
  • C. Dominique Strauss-Kahn
    Dominique Strauss-Kahn is a French economist and politician who served as head of the International Monetary Fund (IMF) before his career was derailed by high-profile sexual assault allegations.
  • D. Robert Sylvester Kelly
    Robert Sylvester Kelly is an American R&B singer, songwriter, and record producer known for his influential hits as well as his highly publicized criminal convictions related to sexual abuse.
  • E. 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.
  • 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_69c008d3bf4c8190bcf798c5ba9d6fb3 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c06a10305081909521ee200cf70a30 completed March 22, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c64be78ae48190b38390ed245694fb completed March 27, 2026, 9:20 a.m.
NEDg Description generation batch_69c64cd369048190bc0702592083a909 completed March 27, 2026, 9:24 a.m.
NED2 Entity disambiguation (via description) batch_69c64d911a1881908b280636365a4858 completed March 27, 2026, 9:27 a.m.
Created at: March 22, 2026, 4:49 p.m.