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.