Triple

T7612044
Position Surface form Disambiguated ID Type / Status
Subject Bernard L. Madoff Investment Securities LLC Ponzi scheme E172262 entity
Predicate recoveryEfforts P53924 FINISHED
Object clawback lawsuits against net winners and feeder funds LITERAL FINISHED

How this triple was built (2 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: clawback lawsuits against net winners and feeder funds | Statement: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, recoveryEfforts, clawback lawsuits against net winners and feeder funds]
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: recoveryEfforts
Context triple: [Bernard L. Madoff Investment Securities LLC Ponzi scheme, recoveryEfforts, clawback lawsuits against net winners and feeder funds]
  • A. debrisRecoveryEffort
    Indicates efforts or actions undertaken to locate, collect, and secure debris resulting from an incident or event.
  • B. recovery chosen
    Indicates the process or state in which an entity regains a previous condition, function, or status after loss, damage, or decline.
  • C. recoveryForce
    Indicates the force exerted to restore an object or system from a displaced, deformed, or disturbed state back toward its original or equilibrium condition.
  • D. hasReliefEffortFrom
    Indicates that a party receives assistance or support through a relief effort provided by another party.
  • E. revitalizationEffort
    Indicates efforts or actions undertaken to restore, renew, or improve the condition, vitality, or functionality of something.
  • F. None of above.

Provenance (3 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.
PD Predicate disambiguation batch_69c6f4e485f88190910b39da52a955fe completed March 27, 2026, 9:21 p.m.
Created at: March 27, 2026, 3:55 p.m.