Triple

T3391809
Position Surface form Disambiguated ID Type / Status
Subject Title 11 of the United States Code E71436 entity
Predicate contains P35 FINISHED
Object Chapter 13 – Adjustment of Debts of an Individual with Regular Income
Chapter 13 – Adjustment of Debts of an Individual with Regular Income is a U.S. bankruptcy law provision that allows qualifying individuals with steady income to reorganize and repay their debts over time under court-approved plans.
E354495 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: Chapter 13 – Adjustment of Debts of an Individual with Regular Income | Statement: [Title 11 of the United States Code, contains, Chapter 13 – Adjustment of Debts of an Individual with Regular Income]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chapter 13 – Adjustment of Debts of an Individual with Regular Income
Context triple: [Title 11 of the United States Code, contains, Chapter 13 – Adjustment of Debts of an Individual with Regular Income]
  • A. Chapter 35 – Accounting and Collection
    Chapter 35 – Accounting and Collection is a section of U.S. federal law that sets out rules and procedures for the government’s financial accounting, internal controls, and collection of public funds.
  • B. Chapter 31 – Public Debt
    Chapter 31 – Public Debt is a section of the United States Code that sets out the federal government’s legal framework for borrowing money and managing the national debt.
  • C. Chapter 33 – Depositing, Keeping, and Paying Money
    Chapter 33 – Depositing, Keeping, and Paying Money is a section of U.S. federal law that sets out the rules and procedures governing how the federal government deposits, safeguards, and disburses public funds.
  • D. 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.
  • E. Section Eight
    Section Eight was a film production company co-founded by director Steven Soderbergh and actor George Clooney, known for producing several acclaimed independent and studio films in the early 2000s.
  • 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: Chapter 13 – Adjustment of Debts of an Individual with Regular Income
Triple: [Title 11 of the United States Code, contains, Chapter 13 – Adjustment of Debts of an Individual with Regular Income]
Generated description
Chapter 13 – Adjustment of Debts of an Individual with Regular Income is a U.S. bankruptcy law provision that allows qualifying individuals with steady income to reorganize and repay their debts over time under court-approved plans.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chapter 13 – Adjustment of Debts of an Individual with Regular Income
Target entity description: Chapter 13 – Adjustment of Debts of an Individual with Regular Income is a U.S. bankruptcy law provision that allows qualifying individuals with steady income to reorganize and repay their debts over time under court-approved plans.
  • A. Chapter 35 – Accounting and Collection
    Chapter 35 – Accounting and Collection is a section of U.S. federal law that sets out rules and procedures for the government’s financial accounting, internal controls, and collection of public funds.
  • B. Chapter 31 – Public Debt
    Chapter 31 – Public Debt is a section of the United States Code that sets out the federal government’s legal framework for borrowing money and managing the national debt.
  • C. Chapter 33 – Depositing, Keeping, and Paying Money
    Chapter 33 – Depositing, Keeping, and Paying Money is a section of U.S. federal law that sets out the rules and procedures governing how the federal government deposits, safeguards, and disburses public funds.
  • D. 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.
  • E. Section Eight
    Section Eight was a film production company co-founded by director Steven Soderbergh and actor George Clooney, known for producing several acclaimed independent and studio films in the early 2000s.
  • 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_69ad85a9c4a88190a854019341cb3b60 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb850594c81909b6f8a384fc98cb2 completed March 8, 2026, 5:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69b34bc62c788190b6097e02601df386 completed March 12, 2026, 11:27 p.m.
NEDg Description generation batch_69b34e45a6c08190a0011eaa60f3d50a completed March 12, 2026, 11:37 p.m.
NED2 Entity disambiguation (via description) batch_69b34eba517881908806b1ac285448ff completed March 12, 2026, 11:39 p.m.
Created at: March 8, 2026, 3:14 p.m.