Triple

T1542721
Position Surface form Disambiguated ID Type / Status
Subject Do Not Pay system E32905 entity
Predicate regulatoryContext P4800 FINISHED
Object Improper Payments Elimination and Recovery Act
The Improper Payments Elimination and Recovery Act is a U.S. federal law aimed at reducing, identifying, and recovering improper government payments to improve the integrity and efficiency of federal spending.
E176253 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: Improper Payments Elimination and Recovery Act | Statement: [Do Not Pay system, regulatoryContext, Improper Payments Elimination and Recovery Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Improper Payments Elimination and Recovery Act
Context triple: [Do Not Pay system, regulatoryContext, Improper Payments Elimination and Recovery Act]
  • A. Fiscal Responsibility and Budget Management Act
    The Fiscal Responsibility and Budget Management Act is an Indian law aimed at institutionalizing financial discipline by setting targets for reducing fiscal deficits and improving the government’s overall fiscal health.
  • B. False Claims Amendments Act of 1986
    The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
  • C. Public Law 111-203
    Public Law 111-203 is the formal designation of the Dodd–Frank Wall Street Reform and Consumer Protection Act, a major 2010 U.S. financial regulatory reform law enacted in response to the 2008 financial crisis.
  • D. Public Law 111-296
    Public Law 111-296 is a U.S. federal statute enacted in 2010 that reauthorized and strengthened child nutrition programs, including school meals, to improve children’s health and reduce hunger.
  • E. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • 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: Improper Payments Elimination and Recovery Act
Triple: [Do Not Pay system, regulatoryContext, Improper Payments Elimination and Recovery Act]
Generated description
The Improper Payments Elimination and Recovery Act is a U.S. federal law aimed at reducing, identifying, and recovering improper government payments to improve the integrity and efficiency of federal spending.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Improper Payments Elimination and Recovery Act
Target entity description: The Improper Payments Elimination and Recovery Act is a U.S. federal law aimed at reducing, identifying, and recovering improper government payments to improve the integrity and efficiency of federal spending.
  • A. Fiscal Responsibility and Budget Management Act
    The Fiscal Responsibility and Budget Management Act is an Indian law aimed at institutionalizing financial discipline by setting targets for reducing fiscal deficits and improving the government’s overall fiscal health.
  • B. False Claims Amendments Act of 1986
    The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
  • C. Public Law 111-203
    Public Law 111-203 is the formal designation of the Dodd–Frank Wall Street Reform and Consumer Protection Act, a major 2010 U.S. financial regulatory reform law enacted in response to the 2008 financial crisis.
  • D. Public Law 111-296
    Public Law 111-296 is a U.S. federal statute enacted in 2010 that reauthorized and strengthened child nutrition programs, including school meals, to improve children’s health and reduce hunger.
  • E. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • 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_69a885ed29088190a3c2d5a3d100c16e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a9083f982c8190a4c740a95c8cfbff completed March 5, 2026, 4:36 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad309baebc81908240a0370bad9935 completed March 8, 2026, 8:17 a.m.
NEDg Description generation batch_69ad3117b49881908916e7137f8b655c completed March 8, 2026, 8:19 a.m.
NED2 Entity disambiguation (via description) batch_69ad3179b0148190b69b16b5d2051ece completed March 8, 2026, 8:21 a.m.
Created at: March 4, 2026, 7:26 p.m.