Triple

T7612025
Position Surface form Disambiguated ID Type / Status
Subject Bernard L. Madoff Investment Securities LLC Ponzi scheme E172262 entity
Predicate usedFeederFunds P77773 FINISHED
Object Fairfield Sentry
Fairfield Sentry was a major offshore investment fund that acted as one of the largest feeder funds channeling client money into Bernard Madoff’s fraudulent Ponzi scheme.
E676598 NE FINISHED

How this triple was built (5 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: Fairfield Sentry | Statement: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Fairfield Sentry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fairfield Sentry
Context triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Fairfield Sentry]
  • A. Fairfield Center
    Fairfield Center is a small unincorporated village and community hub within the rural town of Fairfield in northwestern Vermont.
  • B. Fairfield
    Fairfield is a small settlement located within the High Peak area of Derbyshire in England.
  • C. Fairfield
    Fairfield is a town in the United States state of Connecticut, known for its affluent suburban character and coastal location along Long Island Sound.
  • D. Fairfield
    Fairfield is a midsized city in Northern California that serves as the county seat of Solano County and lies between San Francisco and Sacramento in the greater Bay Area region.
  • E. Fairfield
    Fairfield is the middle name of John F. Dryden, the American businessman and politician who founded the Prudential Insurance Company of America.
  • 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: Fairfield Sentry
Triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Fairfield Sentry]
Generated description
Fairfield Sentry was a major offshore investment fund that acted as one of the largest feeder funds channeling client money into Bernard Madoff’s fraudulent Ponzi scheme.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fairfield Sentry
Target entity description: Fairfield Sentry was a major offshore investment fund that acted as one of the largest feeder funds channeling client money into Bernard Madoff’s fraudulent Ponzi scheme.
  • A. Fairfield Center
    Fairfield Center is a small unincorporated village and community hub within the rural town of Fairfield in northwestern Vermont.
  • B. Fairfield
    Fairfield is a small settlement located within the High Peak area of Derbyshire in England.
  • C. Fairfield
    Fairfield is a town in the United States state of Connecticut, known for its affluent suburban character and coastal location along Long Island Sound.
  • D. Fairfield
    Fairfield is a midsized city in Northern California that serves as the county seat of Solano County and lies between San Francisco and Sacramento in the greater Bay Area region.
  • E. Fairfield
    Fairfield is the middle name of John F. Dryden, the American businessman and politician who founded the Prudential Insurance Company of America.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: usedFeederFunds
Context triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, usedFeederFunds, Fairfield Sentry]
  • A. usedFund
    Indicates that one entity expended or applied a particular fund or financial resource for some purpose.
  • B. isFedBy
    Indicates that one entity receives nourishment, food, or sustenance from another entity.
  • C. mainFeederOf
    Indicates that one entity serves as the primary source or supplier of resources, energy, or input to another entity.
  • D. hasFeederRelationshipTo
    Indicates that one entity serves as a source of nourishment, resources, or input that sustains, supports, or feeds another entity.
  • E. usedCapital
    Indicates that an entity made use of a particular capital city as its seat of government or primary administrative center.
  • F. None of above. chosen

Provenance (7 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_69c6fa221c848190b892ba1caec8d83a completed March 27, 2026, 9:44 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.
PD Predicate disambiguation batch_69c6f4e485f88190910b39da52a955fe completed March 27, 2026, 9:21 p.m.
PDg Predicate description generation batch_69c6f8195e5c8190835e28d44e19f6ef completed March 27, 2026, 9:35 p.m.
Created at: March 27, 2026, 3:55 p.m.