Triple

T7461289
Position Surface form Disambiguated ID Type / Status
Subject Improper Payments Elimination and Recovery Act E176253 entity
Predicate monitoredBy P752 FINISHED
Object Inspectors General of federal agencies
Inspectors General of federal agencies are independent oversight officials within U.S. federal departments and agencies who conduct audits, investigations, and evaluations to detect waste, fraud, and abuse and to promote efficiency and accountability in government programs.
E666582 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: Inspectors General of federal agencies | Statement: [Improper Payments Elimination and Recovery Act, monitoredBy, Inspectors General of federal agencies]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Inspectors General of federal agencies
Context triple: [Improper Payments Elimination and Recovery Act, monitoredBy, Inspectors General of federal agencies]
  • A. Inspector General of the United States House of Representatives
    The Inspector General of the United States House of Representatives is an independent, nonpartisan official responsible for conducting audits, investigations, and oversight to promote accountability and integrity within the House’s administrative and financial operations.
  • B. Inspector General of the Intelligence Community
    The Inspector General of the Intelligence Community is the independent watchdog responsible for overseeing, auditing, and investigating programs and activities across the U.S. intelligence community to prevent waste, fraud, and abuse.
  • C. Inspector General of the U.S. Department of Health and Human Services
    The Inspector General of the U.S. Department of Health and Human Services is the chief oversight official responsible for auditing, investigating, and combating fraud, waste, and abuse within HHS programs and operations.
  • D. Counsel to the Inspector General
    Counsel to the Inspector General is the legal office within the Intelligence Community Inspector General that provides advice, guidance, and support on oversight, compliance, and investigative matters.
  • E. Comptroller General of the United States
    The Comptroller General of the United States is the head of the U.S. Government Accountability Office and the nation’s chief audit and evaluation officer, responsible for overseeing federal government spending and performance.
  • 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: Inspectors General of federal agencies
Triple: [Improper Payments Elimination and Recovery Act, monitoredBy, Inspectors General of federal agencies]
Generated description
Inspectors General of federal agencies are independent oversight officials within U.S. federal departments and agencies who conduct audits, investigations, and evaluations to detect waste, fraud, and abuse and to promote efficiency and accountability in government programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Inspectors General of federal agencies
Target entity description: Inspectors General of federal agencies are independent oversight officials within U.S. federal departments and agencies who conduct audits, investigations, and evaluations to detect waste, fraud, and abuse and to promote efficiency and accountability in government programs.
  • A. Inspector General of the United States House of Representatives
    The Inspector General of the United States House of Representatives is an independent, nonpartisan official responsible for conducting audits, investigations, and oversight to promote accountability and integrity within the House’s administrative and financial operations.
  • B. Inspector General of the Intelligence Community
    The Inspector General of the Intelligence Community is the independent watchdog responsible for overseeing, auditing, and investigating programs and activities across the U.S. intelligence community to prevent waste, fraud, and abuse.
  • C. Inspector General of the U.S. Department of Health and Human Services
    The Inspector General of the U.S. Department of Health and Human Services is the chief oversight official responsible for auditing, investigating, and combating fraud, waste, and abuse within HHS programs and operations.
  • D. Counsel to the Inspector General
    Counsel to the Inspector General is the legal office within the Intelligence Community Inspector General that provides advice, guidance, and support on oversight, compliance, and investigative matters.
  • E. Comptroller General of the United States
    The Comptroller General of the United States is the head of the U.S. Government Accountability Office and the nation’s chief audit and evaluation officer, responsible for overseeing federal government spending and performance.
  • 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_69c69f21632481908bf83f6c6da897e3 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f3d6cf8c8190a31cac121d151d78 completed March 27, 2026, 9:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8345f629c8190889081e18bdfe6f7 completed March 28, 2026, 8:04 p.m.
NEDg Description generation batch_69c835279b108190b32415c2e3d92c6d completed March 28, 2026, 8:08 p.m.
NED2 Entity disambiguation (via description) batch_69c835d2474081908ec1e93c1ced0b1f completed March 28, 2026, 8:10 p.m.
Created at: March 27, 2026, 3:38 p.m.