Triple

T85968
Position Surface form Disambiguated ID Type / Status
Subject John Maynard Keynes E1729 entity
Predicate notableWork P4 FINISHED
Object A Tract on Monetary Reform
A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
E9568 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: A Tract on Monetary Reform | Statement: [John Maynard Keynes, notableWork, A Tract on Monetary Reform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: A Tract on Monetary Reform
Context triple: [John Maynard Keynes, notableWork, A Tract on Monetary Reform]
  • A. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • B. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • C. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • D. Alexander Hamilton's First Report on the Public Credit
    Alexander Hamilton's First Report on the Public Credit was a foundational 1790 Treasury document that outlined a comprehensive plan to stabilize the young United States’ finances by assuming and funding federal and state Revolutionary War debts.
  • E. The Gospel of Wealth
    The Gospel of Wealth is an 1889 essay by industrialist Andrew Carnegie that argues the rich have a moral obligation to distribute their fortunes for the benefit of society.
  • 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: A Tract on Monetary Reform
Triple: [John Maynard Keynes, notableWork, A Tract on Monetary Reform]
Generated description
A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: A Tract on Monetary Reform
Target entity description: A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
  • A. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • B. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • C. the "Volcker shock" in U.S. monetary policy
    The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
  • D. Alexander Hamilton's First Report on the Public Credit
    Alexander Hamilton's First Report on the Public Credit was a foundational 1790 Treasury document that outlined a comprehensive plan to stabilize the young United States’ finances by assuming and funding federal and state Revolutionary War debts.
  • E. The Gospel of Wealth
    The Gospel of Wealth is an 1889 essay by industrialist Andrew Carnegie that argues the rich have a moral obligation to distribute their fortunes for the benefit of society.
  • 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_69a24c8150408190910a693eb51c1f71 completed Feb. 28, 2026, 2:01 a.m.
NER Named-entity recognition batch_69a24f4fa22c819096152bb577e11fa6 completed Feb. 28, 2026, 2:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69a266ea53f48190a0a09700697ffd45 completed Feb. 28, 2026, 3:54 a.m.
NEDg Description generation batch_69a26ada5f908190afcc754be9fffd07 completed Feb. 28, 2026, 4:11 a.m.
NED2 Entity disambiguation (via description) batch_69a26b668a948190811c208dae793975 completed Feb. 28, 2026, 4:13 a.m.
Created at: Feb. 28, 2026, 2:06 a.m.