Triple

T7612026
Position Surface form Disambiguated ID Type / Status
Subject Bernard L. Madoff Investment Securities LLC Ponzi scheme E172262 entity
Predicate usedFeederFunds P77773 FINISHED
Object Ascot Partners
Ascot Partners was a hedge fund that acted as a major feeder fund channeling investor money into Bernard Madoff’s Ponzi scheme.
E676599 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: Ascot Partners | Statement: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Ascot Partners]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ascot Partners
Context triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Ascot Partners]
  • A. Newmarket Capital Group
    Newmarket Capital Group is an independent film financing and production company known for backing critically acclaimed and unconventional movies.
  • B. Horseshoe Group
    Horseshoe Group is an archaeological complex of ancestral Puebloan ruins within Hovenweep National Monument, noted for its semicircular arrangement of masonry structures around a canyon head.
  • C. Avalon Investments
    Avalon Investments is a financial investment firm associated with businessman and former Michigan governor Rick Snyder.
  • D. William Morris Endeavor
    William Morris Endeavor is a major talent and media agency representing artists, entertainers, and brands across film, television, music, sports, and digital media.
  • E. Oak View Group
    Oak View Group is a global sports and live entertainment company that develops, owns, and operates arenas and venues, and provides venue management and related services.
  • 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: Ascot Partners
Triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Ascot Partners]
Generated description
Ascot Partners was a hedge fund that acted as a major feeder fund channeling investor money into Bernard Madoff’s Ponzi scheme.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ascot Partners
Target entity description: Ascot Partners was a hedge fund that acted as a major feeder fund channeling investor money into Bernard Madoff’s Ponzi scheme.
  • A. Newmarket Capital Group
    Newmarket Capital Group is an independent film financing and production company known for backing critically acclaimed and unconventional movies.
  • B. Horseshoe Group
    Horseshoe Group is an archaeological complex of ancestral Puebloan ruins within Hovenweep National Monument, noted for its semicircular arrangement of masonry structures around a canyon head.
  • C. Avalon Investments
    Avalon Investments is a financial investment firm associated with businessman and former Michigan governor Rick Snyder.
  • D. William Morris Endeavor
    William Morris Endeavor is a major talent and media agency representing artists, entertainers, and brands across film, television, music, sports, and digital media.
  • E. Oak View Group
    Oak View Group is a global sports and live entertainment company that develops, owns, and operates arenas and venues, and provides venue management and related services.
  • 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_69c701731a288190b53ffc546a2f47d7 completed March 27, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c868645f8081909439f63df3184628 completed March 28, 2026, 11:46 p.m.
NEDg Description generation batch_69c868edf84c8190a6fefce18fc606e1 completed March 28, 2026, 11:49 p.m.
NED2 Entity disambiguation (via description) batch_69c869c54ad08190ba42231080d0e9f3 completed March 28, 2026, 11:52 p.m.
Created at: March 27, 2026, 3:55 p.m.