Triple

T1814783
Position Surface form Disambiguated ID Type / Status
Subject John R. Hicks E40411 entity
Predicate notableWork P4 FINISHED
Object Mr. Keynes and the Classics
"Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
E204375 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: Mr. Keynes and the Classics | Statement: [John R. Hicks, notableWork, Mr. Keynes and the Classics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mr. Keynes and the Classics
Context triple: [John R. Hicks, notableWork, Mr. Keynes and the Classics]
  • A. 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.
  • B. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • C. 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.
  • D. The Purchasing Power of Money
    The Purchasing Power of Money is a seminal 1911 economics book by Irving Fisher that rigorously analyzes the relationship between money supply, price levels, and inflation.
  • E. The Road to Serfdom
    The Road to Serfdom is a seminal 1944 political and economic treatise by Friedrich Hayek warning that central planning and government control over the economy can lead to tyranny and the erosion of individual freedom.
  • 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: Mr. Keynes and the Classics
Triple: [John R. Hicks, notableWork, Mr. Keynes and the Classics]
Generated description
"Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mr. Keynes and the Classics
Target entity description: "Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
  • A. 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.
  • B. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • C. 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.
  • D. The Purchasing Power of Money
    The Purchasing Power of Money is a seminal 1911 economics book by Irving Fisher that rigorously analyzes the relationship between money supply, price levels, and inflation.
  • E. The Road to Serfdom
    The Road to Serfdom is a seminal 1944 political and economic treatise by Friedrich Hayek warning that central planning and government control over the economy can lead to tyranny and the erosion of individual freedom.
  • 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_69a8864526c081908a3a4d74f689e2c5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69aa65f4628481909ca8e4c2302752ac completed March 6, 2026, 5:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69adbf5de46c8190817f67d692e98803 completed March 8, 2026, 6:26 p.m.
NEDg Description generation batch_69adc2b4d8a0819080ff41cf73417276 completed March 8, 2026, 6:40 p.m.
NED2 Entity disambiguation (via description) batch_69adc38732d8819092e0ac76354f08c1 completed March 8, 2026, 6:44 p.m.
Created at: March 4, 2026, 7:32 p.m.