Triple

T22138072
Position Surface form Disambiguated ID Type / Status
Subject Whitewater controversy E547083 entity
Predicate hasPart P35 FINISHED
Object Madison Guaranty investigation
The Madison Guaranty investigation was a U.S. federal inquiry into the failed Madison Guaranty Savings & Loan, which became a central focus of the broader Whitewater political scandal involving Bill and Hillary Clinton.
E1521150 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: Madison Guaranty investigation | Statement: [Whitewater controversy, hasPart, Madison Guaranty investigation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Madison Guaranty investigation
Context triple: [Whitewater controversy, hasPart, Madison Guaranty investigation]
  • A. Maguire Seven case
    The Maguire Seven case was a notorious miscarriage of justice in the UK in which seven members of the Maguire family were wrongfully convicted in the 1970s of handling explosives allegedly linked to IRA bombings, before their convictions were quashed in 1991.
  • B. United States v. Bernard L. Madoff
    United States v. Bernard L. Madoff is the landmark federal criminal case in which financier Bernard Madoff was prosecuted and sentenced for orchestrating one of the largest Ponzi schemes in history.
  • C. Sanborn contracts scandal
    The Sanborn contracts scandal was a major 1870s U.S. political controversy involving corrupt tax-collection contracts that damaged the reputation of President Ulysses S. Grant’s administration.
  • D. Veterans Bureau scandal
    The Veterans Bureau scandal was a major 1920s U.S. political corruption case involving fraud and graft in the agency responsible for veterans’ benefits, which badly tarnished the reputation of the Harding administration.
  • E. Pohl Case
    The Pohl Case was one of the Subsequent Nuremberg Trials in which Oswald Pohl and other SS officials were prosecuted for their roles in administering Nazi concentration camps and exploiting forced labor.
  • 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: Madison Guaranty investigation
Triple: [Whitewater controversy, hasPart, Madison Guaranty investigation]
Generated description
The Madison Guaranty investigation was a U.S. federal inquiry into the failed Madison Guaranty Savings & Loan, which became a central focus of the broader Whitewater political scandal involving Bill and Hillary Clinton.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Madison Guaranty investigation
Target entity description: The Madison Guaranty investigation was a U.S. federal inquiry into the failed Madison Guaranty Savings & Loan, which became a central focus of the broader Whitewater political scandal involving Bill and Hillary Clinton.
  • A. Maguire Seven case
    The Maguire Seven case was a notorious miscarriage of justice in the UK in which seven members of the Maguire family were wrongfully convicted in the 1970s of handling explosives allegedly linked to IRA bombings, before their convictions were quashed in 1991.
  • B. United States v. Bernard L. Madoff
    United States v. Bernard L. Madoff is the landmark federal criminal case in which financier Bernard Madoff was prosecuted and sentenced for orchestrating one of the largest Ponzi schemes in history.
  • C. Sanborn contracts scandal
    The Sanborn contracts scandal was a major 1870s U.S. political controversy involving corrupt tax-collection contracts that damaged the reputation of President Ulysses S. Grant’s administration.
  • D. Veterans Bureau scandal
    The Veterans Bureau scandal was a major 1920s U.S. political corruption case involving fraud and graft in the agency responsible for veterans’ benefits, which badly tarnished the reputation of the Harding administration.
  • E. Pohl Case
    The Pohl Case was one of the Subsequent Nuremberg Trials in which Oswald Pohl and other SS officials were prosecuted for their roles in administering Nazi concentration camps and exploiting forced labor.
  • 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_69e11e3a95d88190a3bd80d9471976c3 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f129bb78bc8190b74af3a5f6a5348f completed April 28, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a96f864208190911b130fae80a5dc completed May 18, 2026, 4:35 a.m.
NEDg Description generation batch_6a0a97ae36248190b1f298e1a53cc08f completed May 18, 2026, 4:38 a.m.
NED2 Entity disambiguation (via description) batch_6a0a986ea4308190841bf3492a108192 completed May 18, 2026, 4:41 a.m.
Created at: April 16, 2026, 8:32 p.m.