Triple

T3391808
Position Surface form Disambiguated ID Type / Status
Subject Title 11 of the United States Code E71436 entity
Predicate contains P35 FINISHED
Object Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income
Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income is a specialized bankruptcy chapter in U.S. law that provides a streamlined process for financially distressed family farmers and fishermen to reorganize and repay their debts while continuing operations.
E354494 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 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income | Statement: [Title 11 of the United States Code, contains, Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income
Context triple: [Title 11 of the United States Code, contains, Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income]
  • A. On the Tax in Kind
    "On the Tax in Kind" was a key 1921 Bolshevik policy document that replaced grain requisitioning with a tax in kind, marking the start of the New Economic Policy in Soviet Russia.
  • B. Agrarian Justice
    Agrarian Justice is a 1797 pamphlet by Thomas Paine that argues for economic equality through land taxation and early forms of social welfare.
  • C. Bankhead-Jones Farm Tenant Act of 1937
    The Bankhead-Jones Farm Tenant Act of 1937 was a New Deal-era U.S. law that aimed to improve rural livelihoods by providing federal assistance for tenant farmers to purchase land and by enabling government acquisition and conservation-focused management of submarginal farmland.
  • D. Association of Mutual Farmers' Aid
    The Association of Mutual Farmers' Aid was a mass organization in East Germany that represented and organized farmers, particularly in support of the socialist agricultural policies of the German Democratic Republic.
  • E. Book Six – Prior Claims and Hypothecs
    Book Six – Prior Claims and Hypothecs is the portion of the Civil Code of Québec that sets out the legal framework governing security interests, priority of claims, and hypothecs over property.
  • 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 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income
Triple: [Title 11 of the United States Code, contains, Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income]
Generated description
Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income is a specialized bankruptcy chapter in U.S. law that provides a streamlined process for financially distressed family farmers and fishermen to reorganize and repay their debts while continuing operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income
Target entity description: Chapter 12 – Adjustment of Debts of a Family Farmer or Fisherman with Regular Annual Income is a specialized bankruptcy chapter in U.S. law that provides a streamlined process for financially distressed family farmers and fishermen to reorganize and repay their debts while continuing operations.
  • A. On the Tax in Kind
    "On the Tax in Kind" was a key 1921 Bolshevik policy document that replaced grain requisitioning with a tax in kind, marking the start of the New Economic Policy in Soviet Russia.
  • B. Agrarian Justice
    Agrarian Justice is a 1797 pamphlet by Thomas Paine that argues for economic equality through land taxation and early forms of social welfare.
  • C. Bankhead-Jones Farm Tenant Act of 1937
    The Bankhead-Jones Farm Tenant Act of 1937 was a New Deal-era U.S. law that aimed to improve rural livelihoods by providing federal assistance for tenant farmers to purchase land and by enabling government acquisition and conservation-focused management of submarginal farmland.
  • D. Association of Mutual Farmers' Aid
    The Association of Mutual Farmers' Aid was a mass organization in East Germany that represented and organized farmers, particularly in support of the socialist agricultural policies of the German Democratic Republic.
  • E. Book Six – Prior Claims and Hypothecs
    Book Six – Prior Claims and Hypothecs is the portion of the Civil Code of Québec that sets out the legal framework governing security interests, priority of claims, and hypothecs over property.
  • 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.