Triple

T1542458
Position Surface form Disambiguated ID Type / Status
Subject Debt Management Services E32899 entity
Predicate implements P1417 FINISHED
Object Debt Collection Improvement Act of 1996
The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
E176246 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: Debt Collection Improvement Act of 1996 | Statement: [Debt Management Services, implements, Debt Collection Improvement Act of 1996]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Debt Collection Improvement Act of 1996
Context triple: [Debt Management Services, implements, Debt Collection Improvement Act of 1996]
  • A. Fair Debt Collection Practices Act
    The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
  • B. Bankruptcy Reform Act of 1978
    The Bankruptcy Reform Act of 1978 is a landmark U.S. federal law that overhauled the nation’s bankruptcy system, creating the modern bankruptcy code and structure of bankruptcy courts.
  • C. 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.
  • D. Bankruptcy Amendments and Federal Judgeship Act of 1984
    The Bankruptcy Amendments and Federal Judgeship Act of 1984 is a U.S. federal law that overhauled the bankruptcy system and restructured the jurisdiction and authority of federal bankruptcy courts and judges.
  • E. Federal Courts Improvement Act of 1982
    The Federal Courts Improvement Act of 1982 is a U.S. federal law that reorganized parts of the federal judiciary, most notably consolidating certain appellate functions into the newly established United States Court of Appeals for the Federal Circuit.
  • 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: Debt Collection Improvement Act of 1996
Triple: [Debt Management Services, implements, Debt Collection Improvement Act of 1996]
Generated description
The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Debt Collection Improvement Act of 1996
Target entity description: The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
  • A. Fair Debt Collection Practices Act
    The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
  • B. Bankruptcy Reform Act of 1978
    The Bankruptcy Reform Act of 1978 is a landmark U.S. federal law that overhauled the nation’s bankruptcy system, creating the modern bankruptcy code and structure of bankruptcy courts.
  • C. 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.
  • D. Bankruptcy Amendments and Federal Judgeship Act of 1984
    The Bankruptcy Amendments and Federal Judgeship Act of 1984 is a U.S. federal law that overhauled the bankruptcy system and restructured the jurisdiction and authority of federal bankruptcy courts and judges.
  • E. Federal Courts Improvement Act of 1982
    The Federal Courts Improvement Act of 1982 is a U.S. federal law that reorganized parts of the federal judiciary, most notably consolidating certain appellate functions into the newly established United States Court of Appeals for the Federal Circuit.
  • 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.