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.